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<meta name="author" content="Jaehyun Song">
<meta name="author" content="Nives Dolšak">
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<title>Replication Code for “Do Plastic Waste Imports Motivate Domestic Plastic Bags Regulations? A Panel Study, 1992-2019”</title>
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              toggleContainer.style.top = `${elRect.top}px`;
              toggleContainer.style.width = `${elRect.width}px`;
            };
            positionToggle();

            toggleContainer.append(toggleContents);
            el.parentElement.prepend(toggleContainer);

            // Process clicks
            let tocShowing = false;
            // Allow the caller to control whether this is dismissed
            // when it is clicked (e.g. sidebar navigation supports
            // opening and closing the nav tree, so don't dismiss on click)
            const clickEl = placeholderDescriptor.dismissOnClick
              ? toggleContainer
              : toggleTitle;

            const closeToggle = () => {
              if (tocShowing) {
                toggleContainer.classList.remove("expanded");
                toggleContents.style.height = "0px";
                tocShowing = false;
              }
            };

            // Get rid of any expanded toggle if the user scrolls
            window.document.addEventListener(
              "scroll",
              throttle(() => {
                closeToggle();
              }, 50)
            );

            // Handle positioning of the toggle
            window.addEventListener(
              "resize",
              throttle(() => {
                elRect = undefined;
                positionToggle();
              }, 50)
            );

            window.addEventListener("quarto-hrChanged", () => {
              elRect = undefined;
            });

            // Process the click
            clickEl.onclick = () => {
              if (!tocShowing) {
                toggleContainer.classList.add("expanded");
                toggleContents.style.height = null;
                tocShowing = true;
              } else {
                closeToggle();
              }
            };
          });
        };

        // Converts a sidebar from a menu back to a sidebar
        const convertToSidebar = () => {
          for (const child of el.children) {
            child.style.opacity = 1;
            child.style.overflow = null;
            child.style.pointerEvents = null;
          }

          const placeholderEl = window.document.getElementById(
            placeholderDescriptor.id
          );
          if (placeholderEl) {
            placeholderEl.remove();
          }

          el.classList.remove("rollup");
        };

        if (isReaderMode()) {
          convertToMenu();
          isVisible = false;
        } else {
          // Find the top and bottom o the element that is being managed
          const elTop = el.offsetTop;
          const elBottom =
            elTop + lastChildEl.offsetTop + lastChildEl.offsetHeight;

          if (!isVisible) {
            // If the element is current not visible reveal if there are
            // no conflicts with overlay regions
            if (!inHiddenRegion(elTop, elBottom, hiddenRegions)) {
              convertToSidebar();
              isVisible = true;
            }
          } else {
            // If the element is visible, hide it if it conflicts with overlay regions
            // and insert a placeholder toggle (or if we're in reader mode)
            if (inHiddenRegion(elTop, elBottom, hiddenRegions)) {
              convertToMenu();
              isVisible = false;
            }
          }
        }
      }
    };
  };

  const tabEls = document.querySelectorAll('a[data-bs-toggle="tab"]');
  for (const tabEl of tabEls) {
    const id = tabEl.getAttribute("data-bs-target");
    if (id) {
      const columnEl = document.querySelector(
        `${id} .column-margin, .tabset-margin-content`
      );
      if (columnEl)
        tabEl.addEventListener("shown.bs.tab", function (event) {
          const el = event.srcElement;
          if (el) {
            const visibleCls = `${el.id}-margin-content`;
            // walk up until we find a parent tabset
            let panelTabsetEl = el.parentElement;
            while (panelTabsetEl) {
              if (panelTabsetEl.classList.contains("panel-tabset")) {
                break;
              }
              panelTabsetEl = panelTabsetEl.parentElement;
            }

            if (panelTabsetEl) {
              const prevSib = panelTabsetEl.previousElementSibling;
              if (
                prevSib &&
                prevSib.classList.contains("tabset-margin-container")
              ) {
                const childNodes = prevSib.querySelectorAll(
                  ".tabset-margin-content"
                );
                for (const childEl of childNodes) {
                  if (childEl.classList.contains(visibleCls)) {
                    childEl.classList.remove("collapse");
                  } else {
                    childEl.classList.add("collapse");
                  }
                }
              }
            }
          }

          layoutMarginEls();
        });
    }
  }

  // Manage the visibility of the toc and the sidebar
  const marginScrollVisibility = manageSidebarVisiblity(marginSidebarEl, {
    id: "quarto-toc-toggle",
    titleSelector: "#toc-title",
    dismissOnClick: true,
  });
  const sidebarScrollVisiblity = manageSidebarVisiblity(sidebarEl, {
    id: "quarto-sidebarnav-toggle",
    titleSelector: ".title",
    dismissOnClick: false,
  });
  let tocLeftScrollVisibility;
  if (leftTocEl) {
    tocLeftScrollVisibility = manageSidebarVisiblity(leftTocEl, {
      id: "quarto-lefttoc-toggle",
      titleSelector: "#toc-title",
      dismissOnClick: true,
    });
  }

  // Find the first element that uses formatting in special columns
  const conflictingEls = window.document.body.querySelectorAll(
    '[class^="column-"], [class*=" column-"], aside, [class*="margin-caption"], [class*=" margin-caption"], [class*="margin-ref"], [class*=" margin-ref"]'
  );

  // Filter all the possibly conflicting elements into ones
  // the do conflict on the left or ride side
  const arrConflictingEls = Array.from(conflictingEls);
  const leftSideConflictEls = arrConflictingEls.filter((el) => {
    if (el.tagName === "ASIDE") {
      return false;
    }
    return Array.from(el.classList).find((className) => {
      return (
        className !== "column-body" &&
        className.startsWith("column-") &&
        !className.endsWith("right") &&
        !className.endsWith("container") &&
        className !== "column-margin"
      );
    });
  });
  const rightSideConflictEls = arrConflictingEls.filter((el) => {
    if (el.tagName === "ASIDE") {
      return true;
    }

    const hasMarginCaption = Array.from(el.classList).find((className) => {
      return className == "margin-caption";
    });
    if (hasMarginCaption) {
      return true;
    }

    return Array.from(el.classList).find((className) => {
      return (
        className !== "column-body" &&
        !className.endsWith("container") &&
        className.startsWith("column-") &&
        !className.endsWith("left")
      );
    });
  });

  const kOverlapPaddingSize = 10;
  function toRegions(els) {
    return els.map((el) => {
      const boundRect = el.getBoundingClientRect();
      const top =
        boundRect.top +
        document.documentElement.scrollTop -
        kOverlapPaddingSize;
      return {
        top,
        bottom: top + el.scrollHeight + 2 * kOverlapPaddingSize,
      };
    });
  }

  let hasObserved = false;
  const visibleItemObserver = (els) => {
    let visibleElements = [...els];
    const intersectionObserver = new IntersectionObserver(
      (entries, _observer) => {
        entries.forEach((entry) => {
          if (entry.isIntersecting) {
            if (visibleElements.indexOf(entry.target) === -1) {
              visibleElements.push(entry.target);
            }
          } else {
            visibleElements = visibleElements.filter((visibleEntry) => {
              return visibleEntry !== entry;
            });
          }
        });

        if (!hasObserved) {
          hideOverlappedSidebars();
        }
        hasObserved = true;
      },
      {}
    );
    els.forEach((el) => {
      intersectionObserver.observe(el);
    });

    return {
      getVisibleEntries: () => {
        return visibleElements;
      },
    };
  };

  const rightElementObserver = visibleItemObserver(rightSideConflictEls);
  const leftElementObserver = visibleItemObserver(leftSideConflictEls);

  const hideOverlappedSidebars = () => {
    marginScrollVisibility(toRegions(rightElementObserver.getVisibleEntries()));
    sidebarScrollVisiblity(toRegions(leftElementObserver.getVisibleEntries()));
    if (tocLeftScrollVisibility) {
      tocLeftScrollVisibility(
        toRegions(leftElementObserver.getVisibleEntries())
      );
    }
  };

  window.quartoToggleReader = () => {
    // Applies a slow class (or removes it)
    // to update the transition speed
    const slowTransition = (slow) => {
      const manageTransition = (id, slow) => {
        const el = document.getElementById(id);
        if (el) {
          if (slow) {
            el.classList.add("slow");
          } else {
            el.classList.remove("slow");
          }
        }
      };

      manageTransition("TOC", slow);
      manageTransition("quarto-sidebar", slow);
    };
    const readerMode = !isReaderMode();
    setReaderModeValue(readerMode);

    // If we're entering reader mode, slow the transition
    if (readerMode) {
      slowTransition(readerMode);
    }
    highlightReaderToggle(readerMode);
    hideOverlappedSidebars();

    // If we're exiting reader mode, restore the non-slow transition
    if (!readerMode) {
      slowTransition(!readerMode);
    }
  };

  const highlightReaderToggle = (readerMode) => {
    const els = document.querySelectorAll(".quarto-reader-toggle");
    if (els) {
      els.forEach((el) => {
        if (readerMode) {
          el.classList.add("reader");
        } else {
          el.classList.remove("reader");
        }
      });
    }
  };

  const setReaderModeValue = (val) => {
    if (window.location.protocol !== "file:") {
      window.localStorage.setItem("quarto-reader-mode", val);
    } else {
      localReaderMode = val;
    }
  };

  const isReaderMode = () => {
    if (window.location.protocol !== "file:") {
      return window.localStorage.getItem("quarto-reader-mode") === "true";
    } else {
      return localReaderMode;
    }
  };
  let localReaderMode = null;

  const tocOpenDepthStr = tocEl?.getAttribute("data-toc-expanded");
  const tocOpenDepth = tocOpenDepthStr ? Number(tocOpenDepthStr) : 1;

  // Walk the TOC and collapse/expand nodes
  // Nodes are expanded if:
  // - they are top level
  // - they have children that are 'active' links
  // - they are directly below an link that is 'active'
  const walk = (el, depth) => {
    // Tick depth when we enter a UL
    if (el.tagName === "UL") {
      depth = depth + 1;
    }

    // It this is active link
    let isActiveNode = false;
    if (el.tagName === "A" && el.classList.contains("active")) {
      isActiveNode = true;
    }

    // See if there is an active child to this element
    let hasActiveChild = false;
    for (child of el.children) {
      hasActiveChild = walk(child, depth) || hasActiveChild;
    }

    // Process the collapse state if this is an UL
    if (el.tagName === "UL") {
      if (tocOpenDepth === -1 && depth > 1) {
        // toc-expand: false
        el.classList.add("collapse");
      } else if (
        depth <= tocOpenDepth ||
        hasActiveChild ||
        prevSiblingIsActiveLink(el)
      ) {
        el.classList.remove("collapse");
      } else {
        el.classList.add("collapse");
      }

      // untick depth when we leave a UL
      depth = depth - 1;
    }
    return hasActiveChild || isActiveNode;
  };

  // walk the TOC and expand / collapse any items that should be shown
  if (tocEl) {
    updateActiveLink();
    walk(tocEl, 0);
  }

  // Throttle the scroll event and walk peridiocally
  window.document.addEventListener(
    "scroll",
    throttle(() => {
      if (tocEl) {
        updateActiveLink();
        walk(tocEl, 0);
      }
      if (!isReaderMode()) {
        hideOverlappedSidebars();
      }
    }, 5)
  );
  window.addEventListener(
    "resize",
    throttle(() => {
      if (tocEl) {
        updateActiveLink();
        walk(tocEl, 0);
      }
      if (!isReaderMode()) {
        hideOverlappedSidebars();
      }
    }, 10)
  );
  hideOverlappedSidebars();
  highlightReaderToggle(isReaderMode());
});

// grouped tabsets
window.addEventListener("pageshow", (_event) => {
  function getTabSettings() {
    const data = localStorage.getItem("quarto-persistent-tabsets-data");
    if (!data) {
      localStorage.setItem("quarto-persistent-tabsets-data", "{}");
      return {};
    }
    if (data) {
      return JSON.parse(data);
    }
  }

  function setTabSettings(data) {
    localStorage.setItem(
      "quarto-persistent-tabsets-data",
      JSON.stringify(data)
    );
  }

  function setTabState(groupName, groupValue) {
    const data = getTabSettings();
    data[groupName] = groupValue;
    setTabSettings(data);
  }

  function toggleTab(tab, active) {
    const tabPanelId = tab.getAttribute("aria-controls");
    const tabPanel = document.getElementById(tabPanelId);
    if (active) {
      tab.classList.add("active");
      tabPanel.classList.add("active");
    } else {
      tab.classList.remove("active");
      tabPanel.classList.remove("active");
    }
  }

  function toggleAll(selectedGroup, selectorsToSync) {
    for (const [thisGroup, tabs] of Object.entries(selectorsToSync)) {
      const active = selectedGroup === thisGroup;
      for (const tab of tabs) {
        toggleTab(tab, active);
      }
    }
  }

  function findSelectorsToSyncByLanguage() {
    const result = {};
    const tabs = Array.from(
      document.querySelectorAll(`div[data-group] a[id^='tabset-']`)
    );
    for (const item of tabs) {
      const div = item.parentElement.parentElement.parentElement;
      const group = div.getAttribute("data-group");
      if (!result[group]) {
        result[group] = {};
      }
      const selectorsToSync = result[group];
      const value = item.innerHTML;
      if (!selectorsToSync[value]) {
        selectorsToSync[value] = [];
      }
      selectorsToSync[value].push(item);
    }
    return result;
  }

  function setupSelectorSync() {
    const selectorsToSync = findSelectorsToSyncByLanguage();
    Object.entries(selectorsToSync).forEach(([group, tabSetsByValue]) => {
      Object.entries(tabSetsByValue).forEach(([value, items]) => {
        items.forEach((item) => {
          item.addEventListener("click", (_event) => {
            setTabState(group, value);
            toggleAll(value, selectorsToSync[group]);
          });
        });
      });
    });
    return selectorsToSync;
  }

  const selectorsToSync = setupSelectorSync();
  for (const [group, selectedName] of Object.entries(getTabSettings())) {
    const selectors = selectorsToSync[group];
    // it's possible that stale state gives us empty selections, so we explicitly check here.
    if (selectors) {
      toggleAll(selectedName, selectors);
    }
  }
});

function throttle(func, wait) {
  let waiting = false;
  return function () {
    if (!waiting) {
      func.apply(this, arguments);
      waiting = true;
      setTimeout(function () {
        waiting = false;
      }, wait);
    }
  };
}

function nexttick(func) {
  return setTimeout(func, 0);
}
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// https://www.bryanbraun.com/anchorjs/
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s(t){i.add(t.name),[].concat(t.requires||[],t.requiresIfExists||[]).forEach((function(t){if(!i.has(t)){var n=e.get(t);n&&s(n)}})),n.push(t)}return t.forEach((function(t){e.set(t.name,t)})),t.forEach((function(t){i.has(t.name)||s(t)})),n}var fi={placement:"bottom",modifiers:[],strategy:"absolute"};function pi(){for(var t=arguments.length,e=new Array(t),i=0;i<t;i++)e[i]=arguments[i];return!e.some((function(t){return!(t&&"function"==typeof t.getBoundingClientRect)}))}function mi(t){void 0===t&&(t={});var e=t,i=e.defaultModifiers,n=void 0===i?[]:i,s=e.defaultOptions,o=void 0===s?fi:s;return function(t,e,i){void 0===i&&(i=o);var s,r,a={placement:"bottom",orderedModifiers:[],options:Object.assign({},fi,o),modifiersData:{},elements:{reference:t,popper:e},attributes:{},styles:{}},l=[],c=!1,h={state:a,setOptions:function(i){var s="function"==typeof 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vi=Object.freeze(Object.defineProperty({__proto__:null,afterMain:ae,afterRead:se,afterWrite:he,applyStyles:_e,arrow:je,auto:Kt,basePlacements:Qt,beforeMain:oe,beforeRead:ie,beforeWrite:le,bottom:Rt,clippingParents:Ut,computeStyles:Be,createPopper:bi,createPopperBase:gi,createPopperLite:_i,detectOverflow:ii,end:Yt,eventListeners:Re,flip:si,hide:ai,left:Vt,main:re,modifierPhases:de,offset:li,placements:ee,popper:Jt,popperGenerator:mi,popperOffsets:ci,preventOverflow:hi,read:ne,reference:Zt,right:qt,start:Xt,top:zt,variationPlacements:te,viewport:Gt,write:ce},Symbol.toStringTag,{value:"Module"})),yi="dropdown",wi=".bs.dropdown",Ai=".data-api",Ei="ArrowUp",Ti="ArrowDown",Ci=`hide${wi}`,Oi=`hidden${wi}`,xi=`show${wi}`,ki=`shown${wi}`,Li=`click${wi}${Ai}`,Si=`keydown${wi}${Ai}`,Di=`keyup${wi}${Ai}`,$i="show",Ii='[data-bs-toggle="dropdown"]:not(.disabled):not(:disabled)',Ni=`${Ii}.${$i}`,Pi=".dropdown-menu",Mi=p()?"top-end":"top-start",ji=p()?"top-start":"top-end",Fi=p()?"bottom-end":"bottom-start",Hi=p()?"bottom-start":"bottom-end",Wi=p()?"left-start":"right-start",Bi=p()?"right-start":"left-start",zi={autoClose:!0,boundary:"clippingParents",display:"dynamic",offset:[0,2],popperConfig:null,reference:"toggle"},Ri={autoClose:"(boolean|string)",boundary:"(string|element)",display:"string",offset:"(array|string|function)",popperConfig:"(null|object|function)",reference:"(string|element|object)"};class qi extends W{constructor(t,e){super(t,e),this._popper=null,this._parent=this._element.parentNode,this._menu=z.next(this._element,Pi)[0]||z.prev(this._element,Pi)[0]||z.findOne(Pi,this._parent),this._inNavbar=this._detectNavbar()}static get Default(){return zi}static get DefaultType(){return Ri}static get NAME(){return yi}toggle(){return this._isShown()?this.hide():this.show()}show(){if(l(this._element)||this._isShown())return;const t={relatedTarget:this._element};if(!N.trigger(this._element,xi,t).defaultPrevented){if(this._createPopper(),"ontouchstart"in document.documentElement&&!this._parent.closest(".navbar-nav"))for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add($i),this._element.classList.add($i),N.trigger(this._element,ki,t)}}hide(){if(l(this._element)||!this._isShown())return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){if(!N.trigger(this._element,Ci,t).defaultPrevented){if("ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._popper&&this._popper.destroy(),this._menu.classList.remove($i),this._element.classList.remove($i),this._element.setAttribute("aria-expanded","false"),F.removeDataAttribute(this._menu,"popper"),N.trigger(this._element,Oi,t)}}_getConfig(t){if("object"==typeof(t=super._getConfig(t)).reference&&!o(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${yi.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(){if(void 0===vi)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let t=this._element;"parent"===this._config.reference?t=this._parent:o(this._config.reference)?t=r(this._config.reference):"object"==typeof this._config.reference&&(t=this._config.reference);const e=this._getPopperConfig();this._popper=bi(t,this._menu,e)}_isShown(){return this._menu.classList.contains($i)}_getPlacement(){const t=this._parent;if(t.classList.contains("dropend"))return Wi;if(t.classList.contains("dropstart"))return Bi;if(t.classList.contains("dropup-center"))return"top";if(t.classList.contains("dropdown-center"))return"bottom";const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?ji:Mi:e?Hi:Fi}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(F.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,...g(this._config.popperConfig,[t])}}_selectMenuItem({key:t,target:e}){const i=z.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>a(t)));i.length&&b(i,e,t===Ti,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=qi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=z.find(Ni);for(const i of e){const e=qi.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||"inside"===e._config.autoClose&&!s||"outside"===e._config.autoClose&&s)continue;if(e._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};"click"===t.type&&(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ei,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ii)?this:z.prev(this,Ii)[0]||z.next(this,Ii)[0]||z.findOne(Ii,t.delegateTarget.parentNode),o=qi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}N.on(document,Si,Ii,qi.dataApiKeydownHandler),N.on(document,Si,Pi,qi.dataApiKeydownHandler),N.on(document,Li,qi.clearMenus),N.on(document,Di,qi.clearMenus),N.on(document,Li,Ii,(function(t){t.preventDefault(),qi.getOrCreateInstance(this).toggle()})),m(qi);const Vi="backdrop",Ki="show",Qi=`mousedown.bs.${Vi}`,Xi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},Yi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class Ui extends H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(Ki),this._emulateAnimation((()=>{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=>{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&&(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=>{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=".bs.focustrap",Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn="backward",en={autofocus:!0,trapElement:null},nn={autofocus:"boolean",trapElement:"element"};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=>this._handleFocusin(t))),N.on(document,Zi,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?tn:"forward")}}const on=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",rn=".sticky-top",an="padding-right",ln="margin-right";class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=>e+t)),this._setElementAttributes(on,an,(e=>e+t)),this._setElementAttributes(rn,ln,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}N.on(document,yn,'[data-bs-toggle="modal"]',(function(t){const e=z.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),N.one(e,pn,(t=>{t.defaultPrevented||N.one(e,fn,(()=>{a(this)&&this.focus()}))}));const i=z.findOne(".modal.show");i&&On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=".bs.offcanvas",kn=".data-api",Ln=`load${xn}${kn}`,Sn="show",Dn="showing",$n="hiding",In=".offcanvas.show",Nn=`show${xn}`,Pn=`shown${xn}`,Mn=`hide${xn}`,jn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"<div></div>"},Un={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Gn={entry:"(string|element|function|null)",selector:"(string|element)"};class Jn extends H{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Yn}static get DefaultType(){return Un}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'<div class="tooltip" role="tooltip"><div class="tooltip-arrow"></div><div class="tooltip-inner"></div></div>',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),N.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ts),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Jn({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ts)}_isShown(){return this.tip&&this.tip.classList.contains(es)}_createPopper(t){const e=g(this._config.placement,[this,t,this._element]),i=rs[e.toUpperCase()];return 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) format("woff");
}
.bi::before,
[class^="bi-"]::before,
[class*=" bi-"]::before {
display: inline-block;
font-family: bootstrap-icons !important;
font-style: normal;
font-weight: normal !important;
font-variant: normal;
text-transform: none;
line-height: 1;
vertical-align: -.125em;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
}
.bi-123::before { content: "\f67f"; }
.bi-alarm-fill::before { content: "\f101"; }
.bi-alarm::before { content: "\f102"; }
.bi-align-bottom::before { content: "\f103"; }
.bi-align-center::before { content: "\f104"; }
.bi-align-end::before { content: "\f105"; }
.bi-align-middle::before { content: "\f106"; }
.bi-align-start::before { content: "\f107"; }
.bi-align-top::before { content: "\f108"; }
.bi-alt::before { content: "\f109"; }
.bi-app-indicator::before { content: "\f10a"; }
.bi-app::before { content: "\f10b"; }
.bi-archive-fill::before { content: "\f10c"; }
.bi-archive::before { content: "\f10d"; }
.bi-arrow-90deg-down::before { content: "\f10e"; }
.bi-arrow-90deg-left::before { content: "\f10f"; }
.bi-arrow-90deg-right::before { content: "\f110"; }
.bi-arrow-90deg-up::before { content: "\f111"; }
.bi-arrow-bar-down::before { content: "\f112"; }
.bi-arrow-bar-left::before { content: "\f113"; }
.bi-arrow-bar-right::before { content: "\f114"; }
.bi-arrow-bar-up::before { content: "\f115"; }
.bi-arrow-clockwise::before { content: "\f116"; }
.bi-arrow-counterclockwise::before { content: "\f117"; }
.bi-arrow-down-circle-fill::before { content: "\f118"; }
.bi-arrow-down-circle::before { content: "\f119"; }
.bi-arrow-down-left-circle-fill::before { content: "\f11a"; }
.bi-arrow-down-left-circle::before { content: "\f11b"; }
.bi-arrow-down-left-square-fill::before { content: "\f11c"; }
.bi-arrow-down-left-square::before { content: "\f11d"; }
.bi-arrow-down-left::before { content: "\f11e"; }
.bi-arrow-down-right-circle-fill::before { content: "\f11f"; }
.bi-arrow-down-right-circle::before { content: "\f120"; }
.bi-arrow-down-right-square-fill::before { content: "\f121"; }
.bi-arrow-down-right-square::before { content: "\f122"; }
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.bi-floppy-fill::before { content: "\f7c5"; }
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.bi-send-arrow-up::before { content: "\f8d3"; }
.bi-sim-slash-fill::before { content: "\f8d4"; }
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.bi-backpack2-fill::before { content: "\f8e1"; }
.bi-backpack2::before { content: "\f8e2"; }
.bi-backpack3-fill::before { content: "\f8e3"; }
.bi-backpack3::before { content: "\f8e4"; }
.bi-backpack4-fill::before { content: "\f8e5"; }
.bi-backpack4::before { content: "\f8e6"; }
.bi-brilliance::before { content: "\f8e7"; }
.bi-cake-fill::before { content: "\f8e8"; }
.bi-cake2-fill::before { content: "\f8e9"; }
.bi-duffle-fill::before { content: "\f8ea"; }
.bi-duffle::before { content: "\f8eb"; }
.bi-exposure::before { content: "\f8ec"; }
.bi-gender-neuter::before { content: "\f8ed"; }
.bi-highlights::before { content: "\f8ee"; }
.bi-luggage-fill::before { content: "\f8ef"; }
.bi-luggage::before { content: "\f8f0"; }
.bi-mailbox-flag::before { content: "\f8f1"; }
.bi-mailbox2-flag::before { content: "\f8f2"; }
.bi-noise-reduction::before { content: "\f8f3"; }
.bi-passport-fill::before { content: "\f8f4"; }
.bi-passport::before { content: "\f8f5"; }
.bi-person-arms-up::before { content: "\f8f6"; }
.bi-person-raised-hand::before { content: "\f8f7"; }
.bi-person-standing-dress::before { content: "\f8f8"; }
.bi-person-standing::before { content: "\f8f9"; }
.bi-person-walking::before { content: "\f8fa"; }
.bi-person-wheelchair::before { content: "\f8fb"; }
.bi-shadows::before { content: "\f8fc"; }
.bi-suitcase-fill::before { content: "\f8fd"; }
.bi-suitcase-lg-fill::before { content: "\f8fe"; }
.bi-suitcase-lg::before { content: "\f8ff"; }
.bi-suitcase::before { content: "\f900"; }
.bi-suitcase2-fill::before { content: "\f901"; }
.bi-suitcase2::before { content: "\f902"; }
.bi-vignette::before { content: "\f903"; }
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  <nav id="TOC" role="doc-toc" class="toc-active">
    <h2 id="toc-title">Table of contents</h2>
   
  <ul>
  <li><a href="#setup" id="toc-setup" class="nav-link active" data-scroll-target="#setup"><span class="header-section-number">1</span> Setup</a></li>
  <li><a href="#figures" id="toc-figures" class="nav-link" data-scroll-target="#figures"><span class="header-section-number">2</span> Figures</a>
  <ul class="collapse">
  <li><a href="#figure-1" id="toc-figure-1" class="nav-link" data-scroll-target="#figure-1"><span class="header-section-number">2.1</span> Figure 1</a></li>
  </ul></li>
  <li><a href="#tables" id="toc-tables" class="nav-link" data-scroll-target="#tables"><span class="header-section-number">3</span> Tables</a>
  <ul class="collapse">
  <li><a href="#table-1" id="toc-table-1" class="nav-link" data-scroll-target="#table-1"><span class="header-section-number">3.1</span> Table 1</a></li>
  <li><a href="#table-a1" id="toc-table-a1" class="nav-link" data-scroll-target="#table-a1"><span class="header-section-number">3.2</span> Table A1</a></li>
  <li><a href="#table-a2" id="toc-table-a2" class="nav-link" data-scroll-target="#table-a2"><span class="header-section-number">3.3</span> Table A2</a></li>
  <li><a href="#table-a3" id="toc-table-a3" class="nav-link" data-scroll-target="#table-a3"><span class="header-section-number">3.4</span> Table A3</a></li>
  <li><a href="#table-a4" id="toc-table-a4" class="nav-link" data-scroll-target="#table-a4"><span class="header-section-number">3.5</span> Table A4</a></li>
  <li><a href="#table-a5" id="toc-table-a5" class="nav-link" data-scroll-target="#table-a5"><span class="header-section-number">3.6</span> Table A5</a></li>
  <li><a href="#table-a6" id="toc-table-a6" class="nav-link" data-scroll-target="#table-a6"><span class="header-section-number">3.7</span> Table A6</a></li>
  <li><a href="#table-a7" id="toc-table-a7" class="nav-link" data-scroll-target="#table-a7"><span class="header-section-number">3.8</span> Table A7</a></li>
  <li><a href="#table-a8" id="toc-table-a8" class="nav-link" data-scroll-target="#table-a8"><span class="header-section-number">3.9</span> Table A8</a></li>
  <li><a href="#table-a9" id="toc-table-a9" class="nav-link" data-scroll-target="#table-a9"><span class="header-section-number">3.10</span> Table A9</a></li>
  </ul></li>
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<main class="content" id="quarto-document-content">

<header id="title-block-header" class="quarto-title-block default">
<div class="quarto-title">
<h1 class="title">Replication Code for “Do Plastic Waste Imports Motivate Domestic Plastic Bags Regulations? A Panel Study, 1992-2019”</h1>
</div>


<div class="quarto-title-meta-author">
  <div class="quarto-title-meta-heading">Authors</div>
  <div class="quarto-title-meta-heading">Affiliations</div>
  
    <div class="quarto-title-meta-contents">
    <p class="author"><a href="https://www.azusa-uji.com">Azusa Uji</a> </p>
  </div>
  <div class="quarto-title-meta-contents">
        <p class="affiliation">
            Kyoto University
          </p>
      </div>
    <div class="quarto-title-meta-contents">
    <p class="author"><a href="https://www.jaysong.net">Jaehyun Song</a> </p>
  </div>
  <div class="quarto-title-meta-contents">
        <p class="affiliation">
            Kansai University
          </p>
      </div>
    <div class="quarto-title-meta-contents">
    <p class="author"><a href="http://faculty.washington.edu/nives">Nives Dolšak</a> </p>
  </div>
  <div class="quarto-title-meta-contents">
        <p class="affiliation">
            University of Washington
          </p>
      </div>
    <div class="quarto-title-meta-contents">
    <p class="author"><a href="http://aseemprakash.net">Aseem Prakash</a> </p>
  </div>
  <div class="quarto-title-meta-contents">
        <p class="affiliation">
            University of Washington
          </p>
      </div>
  </div>

<div class="quarto-title-meta">

      
  
    <div>
    <div class="quarto-title-meta-heading">Modified</div>
    <div class="quarto-title-meta-contents">
      <p class="date-modified">December 10, 2024</p>
    </div>
  </div>
    
  </div>
  


</header>


<section id="setup" class="level2" data-number="1">
<h2 data-number="1" class="anchored" data-anchor-id="setup"><span class="header-section-number">1</span> Setup</h2>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a>pacman<span class="sc">::</span><span class="fu">p_load</span>(tidyverse, </span>
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a>               survival,</span>
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a>               summarytools, </span>
<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a>               modelsummary,</span>
<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a>               gt,</span>
<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a>               plm)</span>
<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a>tidy_custom.coxph <span class="ot">&lt;-</span> <span class="cf">function</span>(x, ...) {</span>
<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a>    s <span class="ot">&lt;-</span> <span class="fu">summary</span>(x)<span class="sc">$</span>coefficients</span>
<span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a>    <span class="fu">data.frame</span>(</span>
<span id="cb1-11"><a href="#cb1-11" aria-hidden="true" tabindex="-1"></a>        <span class="at">term =</span> <span class="fu">row.names</span>(s),</span>
<span id="cb1-12"><a href="#cb1-12" aria-hidden="true" tabindex="-1"></a>        <span class="at">robust.se =</span> s[, <span class="st">&quot;robust se&quot;</span>, <span class="at">drop =</span> <span class="cn">FALSE</span>])</span>
<span id="cb1-13"><a href="#cb1-13" aria-hidden="true" tabindex="-1"></a>}</span>
<span id="cb1-14"><a href="#cb1-14" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-15"><a href="#cb1-15" aria-hidden="true" tabindex="-1"></a>ban_df <span class="ot">&lt;-</span> <span class="fu">read_csv</span>(<span class="st">&quot;Data/Replication_Ban.csv&quot;</span>) <span class="co"># Outcome: Ban</span></span>
<span id="cb1-16"><a href="#cb1-16" aria-hidden="true" tabindex="-1"></a>fee_df <span class="ot">&lt;-</span> <span class="fu">read_csv</span>(<span class="st">&quot;Data/Replication_Fee.csv&quot;</span>) <span class="co"># Outcome: Fee</span></span>
<span id="cb1-17"><a href="#cb1-17" aria-hidden="true" tabindex="-1"></a>bf_df  <span class="ot">&lt;-</span> <span class="fu">read_csv</span>(<span class="st">&quot;Data/Replication_BF.csv&quot;</span>)  <span class="co"># Outcome: Ban or Fee</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="figures" class="level2" data-number="2">
<h2 data-number="2" class="anchored" data-anchor-id="figures"><span class="header-section-number">2</span> Figures</h2>
<section id="figure-1" class="level3" data-number="2.1">
<h3 data-number="2.1" class="anchored" data-anchor-id="figure-1"><span class="header-section-number">2.1</span> Figure 1</h3>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>bf_cm <span class="ot">&lt;-</span> <span class="fu">survfit</span>(<span class="fu">Surv</span>(Time0, Time1, Ban_or_Fee) <span class="sc">~</span> <span class="dv">1</span>, <span class="at">data =</span> bf_df)</span>
<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a><span class="fu">tibble</span>(<span class="at">Year =</span> bf_cm<span class="sc">$</span>time,</span>
<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a>       <span class="at">BF   =</span> bf_cm<span class="sc">$</span>n.event) <span class="sc">|&gt;</span> </span>
<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">Year =</span> Year <span class="sc">+</span> <span class="dv">1991</span>,</span>
<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a>         <span class="at">Cum  =</span> <span class="fu">cumsum</span>(BF)) <span class="sc">|&gt;</span> </span>
<span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a>  <span class="fu">ggplot</span>(<span class="fu">aes</span>(<span class="at">x =</span> Year, <span class="at">y =</span> Cum)) <span class="sc">+</span></span>
<span id="cb2-8"><a href="#cb2-8" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_step</span>() <span class="sc">+</span></span>
<span id="cb2-9"><a href="#cb2-9" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 1994</span></span>
<span id="cb2-10"><a href="#cb2-10" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">1994</span>, <span class="at">y =</span> <span class="dv">1</span>, <span class="at">xend =</span> <span class="dv">1994</span>, <span class="at">yend =</span> <span class="dv">5</span>)) <span class="sc">+</span></span>
<span id="cb2-11"><a href="#cb2-11" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">1994</span>, <span class="at">y =</span> <span class="dv">5</span>, <span class="at">label =</span> <span class="st">&quot;Denmark&quot;</span>), </span>
<span id="cb2-12"><a href="#cb2-12" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="sc">-</span><span class="fl">0.05</span>, <span class="at">vjust =</span> <span class="dv">1</span>) <span class="sc">+</span></span>
<span id="cb2-13"><a href="#cb2-13" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2002</span></span>
<span id="cb2-14"><a href="#cb2-14" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2002</span>, <span class="at">y =</span> <span class="dv">3</span>, <span class="at">xend =</span> <span class="dv">2002</span>, <span class="at">yend =</span> <span class="dv">7</span>)) <span class="sc">+</span></span>
<span id="cb2-15"><a href="#cb2-15" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2002</span>, <span class="at">y =</span> <span class="dv">7</span>, </span>
<span id="cb2-16"><a href="#cb2-16" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Bangladesh | Ireland&quot;</span>), </span>
<span id="cb2-17"><a href="#cb2-17" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.05</span>, <span class="at">vjust =</span> <span class="dv">1</span>) <span class="sc">+</span></span>
<span id="cb2-18"><a href="#cb2-18" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2003</span></span>
<span id="cb2-19"><a href="#cb2-19" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2003</span>, <span class="at">y =</span> <span class="dv">5</span>, <span class="at">xend =</span> <span class="dv">2003</span>, <span class="at">yend =</span> <span class="sc">-</span><span class="dv">1</span>)) <span class="sc">+</span></span>
<span id="cb2-20"><a href="#cb2-20" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2003</span>, <span class="at">y =</span> <span class="sc">-</span><span class="dv">1</span>, </span>
<span id="cb2-21"><a href="#cb2-21" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;South Africa | Taiwan&quot;</span>), </span>
<span id="cb2-22"><a href="#cb2-22" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="sc">-</span><span class="fl">0.05</span>, <span class="at">vjust =</span> <span class="dv">0</span>) <span class="sc">+</span></span>
<span id="cb2-23"><a href="#cb2-23" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2005</span></span>
<span id="cb2-24"><a href="#cb2-24" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2005</span>, <span class="at">y =</span> <span class="dv">6</span>, <span class="at">xend =</span> <span class="dv">2005</span>, <span class="at">yend =</span> <span class="dv">10</span>)) <span class="sc">+</span></span>
<span id="cb2-25"><a href="#cb2-25" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2005</span>, <span class="at">y =</span> <span class="dv">10</span>, </span>
<span id="cb2-26"><a href="#cb2-26" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Eritrea&quot;</span>), </span>
<span id="cb2-27"><a href="#cb2-27" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.05</span>, <span class="at">vjust =</span> <span class="dv">1</span>) <span class="sc">+</span></span>
<span id="cb2-28"><a href="#cb2-28" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2006</span></span>
<span id="cb2-29"><a href="#cb2-29" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2006</span>, <span class="at">y =</span> <span class="dv">7</span>, <span class="at">xend =</span> <span class="dv">2006</span>, <span class="at">yend =</span> <span class="dv">3</span>)) <span class="sc">+</span></span>
<span id="cb2-30"><a href="#cb2-30" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2006</span>, <span class="at">y =</span> <span class="dv">3</span>, </span>
<span id="cb2-31"><a href="#cb2-31" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Tanzania&quot;</span>), </span>
<span id="cb2-32"><a href="#cb2-32" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="sc">-</span><span class="fl">0.05</span>, <span class="at">vjust =</span> <span class="dv">0</span>) <span class="sc">+</span></span>
<span id="cb2-33"><a href="#cb2-33" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2007</span></span>
<span id="cb2-34"><a href="#cb2-34" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2007</span>, <span class="at">y =</span> <span class="dv">10</span>, <span class="at">xend =</span> <span class="dv">2007</span>, <span class="at">yend =</span> <span class="dv">14</span>)) <span class="sc">+</span></span>
<span id="cb2-35"><a href="#cb2-35" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2007</span>, <span class="at">y =</span> <span class="dv">14</span>, </span>
<span id="cb2-36"><a href="#cb2-36" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Belgium | Botswana | Uganda&quot;</span>), </span>
<span id="cb2-37"><a href="#cb2-37" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.05</span>, <span class="at">vjust =</span> <span class="dv">1</span>) <span class="sc">+</span></span>
<span id="cb2-38"><a href="#cb2-38" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2008</span></span>
<span id="cb2-39"><a href="#cb2-39" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2008</span>, <span class="at">y =</span> <span class="dv">13</span>, <span class="at">xend =</span> <span class="dv">2008</span>, <span class="at">yend =</span> <span class="dv">7</span>)) <span class="sc">+</span></span>
<span id="cb2-40"><a href="#cb2-40" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2008</span>, <span class="at">y =</span> <span class="dv">7</span>, </span>
<span id="cb2-41"><a href="#cb2-41" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;China | Ethiopia | Rwanda&quot;</span>), </span>
<span id="cb2-42"><a href="#cb2-42" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="sc">-</span><span class="fl">0.05</span>, <span class="at">vjust =</span> <span class="dv">0</span>) <span class="sc">+</span></span>
<span id="cb2-43"><a href="#cb2-43" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2009</span></span>
<span id="cb2-44"><a href="#cb2-44" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2009</span>, <span class="at">y =</span> <span class="dv">20</span>, <span class="at">xend =</span> <span class="dv">2008</span>, <span class="at">yend =</span> <span class="dv">20</span>)) <span class="sc">+</span></span>
<span id="cb2-45"><a href="#cb2-45" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2008</span>, <span class="at">y =</span> <span class="dv">20</span>, </span>
<span id="cb2-46"><a href="#cb2-46" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Bhutan | Egypt | Latvia | Malta | Mongolia | Myanmar | Romania&quot;</span>), </span>
<span id="cb2-47"><a href="#cb2-47" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="fl">0.5</span>) <span class="sc">+</span></span>
<span id="cb2-48"><a href="#cb2-48" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2010</span></span>
<span id="cb2-49"><a href="#cb2-49" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2010</span>, <span class="at">y =</span> <span class="dv">23</span>, <span class="at">xend =</span> <span class="dv">2010</span>, <span class="at">yend =</span> <span class="dv">18</span>)) <span class="sc">+</span></span>
<span id="cb2-50"><a href="#cb2-50" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2010</span>, <span class="at">y =</span> <span class="dv">18</span>, </span>
<span id="cb2-51"><a href="#cb2-51" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Chad | Gabon | Zimbabwe&quot;</span>), </span>
<span id="cb2-52"><a href="#cb2-52" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="sc">-</span><span class="fl">0.05</span>, <span class="at">vjust =</span> <span class="dv">0</span>) <span class="sc">+</span></span>
<span id="cb2-53"><a href="#cb2-53" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2011</span></span>
<span id="cb2-54"><a href="#cb2-54" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2011</span>, <span class="at">y =</span> <span class="dv">27</span>, <span class="at">xend =</span> <span class="dv">2010</span>, <span class="at">yend =</span> <span class="dv">27</span>)) <span class="sc">+</span></span>
<span id="cb2-55"><a href="#cb2-55" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2010</span>, <span class="at">y =</span> <span class="dv">27</span>, </span>
<span id="cb2-56"><a href="#cb2-56" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Afghanistan | Bulgaria | Congo (Brazzaville) | Italy&quot;</span>), </span>
<span id="cb2-57"><a href="#cb2-57" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="fl">0.5</span>) <span class="sc">+</span></span>
<span id="cb2-58"><a href="#cb2-58" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2012</span></span>
<span id="cb2-59"><a href="#cb2-59" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2012</span>, <span class="at">y =</span> <span class="dv">30</span>, <span class="at">xend =</span> <span class="dv">2012</span>, <span class="at">yend =</span> <span class="dv">23</span>)) <span class="sc">+</span></span>
<span id="cb2-60"><a href="#cb2-60" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2012</span>, <span class="at">y =</span> <span class="dv">23</span>, </span>
<span id="cb2-61"><a href="#cb2-61" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Hungary | Lesotho | Vietnam&quot;</span>), </span>
<span id="cb2-62"><a href="#cb2-62" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="sc">-</span><span class="fl">0.05</span>, <span class="at">vjust =</span> <span class="dv">0</span>) <span class="sc">+</span></span>
<span id="cb2-63"><a href="#cb2-63" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2013</span></span>
<span id="cb2-64"><a href="#cb2-64" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2013</span>, <span class="at">y =</span> <span class="dv">33</span>, <span class="at">xend =</span> <span class="dv">2013</span>, <span class="at">yend =</span> <span class="dv">27</span>)) <span class="sc">+</span></span>
<span id="cb2-65"><a href="#cb2-65" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2013</span>, <span class="at">y =</span> <span class="dv">27</span>, </span>
<span id="cb2-66"><a href="#cb2-66" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Haiti | Mali | Mauritania&quot;</span>), </span>
<span id="cb2-67"><a href="#cb2-67" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="sc">-</span><span class="fl">0.05</span>, <span class="at">vjust =</span> <span class="dv">0</span>) <span class="sc">+</span></span>
<span id="cb2-68"><a href="#cb2-68" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2014</span></span>
<span id="cb2-69"><a href="#cb2-69" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2014</span>, <span class="at">y =</span> <span class="dv">36</span>, <span class="at">xend =</span> <span class="dv">2013</span>, <span class="at">yend =</span> <span class="dv">36</span>)) <span class="sc">+</span></span>
<span id="cb2-70"><a href="#cb2-70" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2013</span>, <span class="at">y =</span> <span class="dv">36</span>, </span>
<span id="cb2-71"><a href="#cb2-71" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Cameroon | Cote d&#39;Ivoire | Nigeria&quot;</span>), </span>
<span id="cb2-72"><a href="#cb2-72" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="fl">0.5</span>) <span class="sc">+</span></span>
<span id="cb2-73"><a href="#cb2-73" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2015</span></span>
<span id="cb2-74"><a href="#cb2-74" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2015</span>, <span class="at">y =</span> <span class="dv">44</span>, <span class="at">xend =</span> <span class="dv">2014</span>, <span class="at">yend =</span> <span class="dv">44</span>)) <span class="sc">+</span></span>
<span id="cb2-75"><a href="#cb2-75" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2014</span>, <span class="at">y =</span> <span class="dv">44</span>, </span>
<span id="cb2-76"><a href="#cb2-76" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Burkina Faso | Madagascar | Malawi | Niger | Portugal | South Sudan | The Gambia | UK&quot;</span>), </span>
<span id="cb2-77"><a href="#cb2-77" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="fl">0.5</span>) <span class="sc">+</span></span>
<span id="cb2-78"><a href="#cb2-78" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2016</span></span>
<span id="cb2-79"><a href="#cb2-79" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2016</span>, <span class="at">y =</span> <span class="dv">60</span>, <span class="at">xend =</span> <span class="dv">2015</span>, <span class="at">yend =</span> <span class="dv">60</span>)) <span class="sc">+</span></span>
<span id="cb2-80"><a href="#cb2-80" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2015</span>, <span class="at">y =</span> <span class="dv">60</span>, <span class="at">xend =</span> <span class="dv">2015</span>, <span class="at">yend =</span> <span class="dv">55</span>)) <span class="sc">+</span></span>
<span id="cb2-81"><a href="#cb2-81" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2015</span>, <span class="at">y =</span> <span class="dv">60</span>, </span>
<span id="cb2-82"><a href="#cb2-82" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Antigua and Barbuda | Djibouti | France | Germany | GuineaBissau | Guyana | India | Lithuania&quot;</span>), </span>
<span id="cb2-83"><a href="#cb2-83" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="dv">1</span>) <span class="sc">+</span></span>
<span id="cb2-84"><a href="#cb2-84" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2015</span>, <span class="at">y =</span> <span class="dv">55</span>, </span>
<span id="cb2-85"><a href="#cb2-85" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Mauritius | Monaco | Morocco | Mozambique | Nepal | Netherlands | Papua New Guinea | Senegal&quot;</span>), </span>
<span id="cb2-86"><a href="#cb2-86" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="dv">0</span>) <span class="sc">+</span></span>
<span id="cb2-87"><a href="#cb2-87" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2017</span></span>
<span id="cb2-88"><a href="#cb2-88" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2017</span>, <span class="at">y =</span> <span class="dv">78</span>, <span class="at">xend =</span> <span class="dv">2016</span>, <span class="at">yend =</span> <span class="dv">78</span>)) <span class="sc">+</span></span>
<span id="cb2-89"><a href="#cb2-89" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2016</span>, <span class="at">y =</span> <span class="dv">78</span>, <span class="at">xend =</span> <span class="dv">2016</span>, <span class="at">yend =</span> <span class="dv">70</span>)) <span class="sc">+</span></span>
<span id="cb2-90"><a href="#cb2-90" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2016</span>, <span class="at">y =</span> <span class="dv">78</span>, </span>
<span id="cb2-91"><a href="#cb2-91" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Andorra | Cabo Verde | Cambodia | Colombia | Estonia | Fiji&quot;</span>), </span>
<span id="cb2-92"><a href="#cb2-92" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="dv">1</span>) <span class="sc">+</span></span>
<span id="cb2-93"><a href="#cb2-93" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2016</span>, <span class="at">y =</span> <span class="dv">74</span>, </span>
<span id="cb2-94"><a href="#cb2-94" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Georgia | Israel | Kenya | Marshall Islands | Palau | Saudi Arabia&quot;</span>), </span>
<span id="cb2-95"><a href="#cb2-95" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="fl">0.5</span>) <span class="sc">+</span></span>
<span id="cb2-96"><a href="#cb2-96" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2016</span>, <span class="at">y =</span> <span class="dv">70</span>, </span>
<span id="cb2-97"><a href="#cb2-97" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Serbia | Seychelles | Sri Lanka | St. Vincent and the Grenadines | Tunisia | Uruguay&quot;</span>), </span>
<span id="cb2-98"><a href="#cb2-98" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="dv">0</span>) <span class="sc">+</span></span>
<span id="cb2-99"><a href="#cb2-99" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2018</span></span>
<span id="cb2-100"><a href="#cb2-100" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2018</span>, <span class="at">y =</span> <span class="dv">96</span>, <span class="at">xend =</span> <span class="dv">2017</span>, <span class="at">yend =</span> <span class="dv">96</span>)) <span class="sc">+</span></span>
<span id="cb2-101"><a href="#cb2-101" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2017</span>, <span class="at">y =</span> <span class="dv">96</span>, <span class="at">xend =</span> <span class="dv">2017</span>, <span class="at">yend =</span> <span class="dv">88</span>)) <span class="sc">+</span></span>
<span id="cb2-102"><a href="#cb2-102" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2017</span>, <span class="at">y =</span> <span class="dv">96</span>, </span>
<span id="cb2-103"><a href="#cb2-103" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Albania | Benin | Chile | Congo (Kinshasa) | Cyprus | Czech Republic&quot;</span>), </span>
<span id="cb2-104"><a href="#cb2-104" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="dv">1</span>) <span class="sc">+</span></span>
<span id="cb2-105"><a href="#cb2-105" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2017</span>, <span class="at">y =</span> <span class="dv">92</span>, </span>
<span id="cb2-106"><a href="#cb2-106" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Greece | Jamaica | Luxembourg | Panama | Poland | Slovakia&quot;</span>), </span>
<span id="cb2-107"><a href="#cb2-107" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="fl">0.5</span>) <span class="sc">+</span></span>
<span id="cb2-108"><a href="#cb2-108" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2017</span>, <span class="at">y =</span> <span class="dv">88</span>, </span>
<span id="cb2-109"><a href="#cb2-109" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;South Korea | Spain | Togo | Turkey | Vanuatu | Zambia&quot;</span>), </span>
<span id="cb2-110"><a href="#cb2-110" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="dv">0</span>) <span class="sc">+</span></span>
<span id="cb2-111"><a href="#cb2-111" aria-hidden="true" tabindex="-1"></a>  <span class="co"># 2019</span></span>
<span id="cb2-112"><a href="#cb2-112" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2019</span>, <span class="at">y =</span> <span class="dv">111</span>, <span class="at">xend =</span> <span class="dv">2018</span>, <span class="at">yend =</span> <span class="dv">111</span>)) <span class="sc">+</span></span>
<span id="cb2-113"><a href="#cb2-113" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_segment</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2018</span>, <span class="at">y =</span> <span class="dv">111</span>, <span class="at">xend =</span> <span class="dv">2018</span>, <span class="at">yend =</span> <span class="dv">103</span>)) <span class="sc">+</span></span>
<span id="cb2-114"><a href="#cb2-114" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2018</span>, <span class="at">y =</span> <span class="dv">111</span>, </span>
<span id="cb2-115"><a href="#cb2-115" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Bahrain | Barbados | Belize | Brundi | Croatia&quot;</span>), </span>
<span id="cb2-116"><a href="#cb2-116" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="dv">1</span>) <span class="sc">+</span></span>
<span id="cb2-117"><a href="#cb2-117" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2018</span>, <span class="at">y =</span> <span class="dv">107</span>, </span>
<span id="cb2-118"><a href="#cb2-118" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;Dominica | Grenada | Jordan | Kiribati | Namibia&quot;</span>), </span>
<span id="cb2-119"><a href="#cb2-119" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="fl">0.5</span>) <span class="sc">+</span></span>
<span id="cb2-120"><a href="#cb2-120" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">x =</span> <span class="dv">2018</span>, <span class="at">y =</span> <span class="dv">103</span>, </span>
<span id="cb2-121"><a href="#cb2-121" aria-hidden="true" tabindex="-1"></a>                <span class="at">label =</span> <span class="st">&quot;New Zealand | Peru | Samoa | Slovenia | Uzbekistan&quot;</span>), </span>
<span id="cb2-122"><a href="#cb2-122" aria-hidden="true" tabindex="-1"></a>            <span class="at">hjust =</span> <span class="fl">1.01</span>, <span class="at">vjust =</span> <span class="dv">0</span>) <span class="sc">+</span></span>
<span id="cb2-123"><a href="#cb2-123" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_point</span>(<span class="at">size =</span> <span class="fl">7.5</span>) <span class="sc">+</span></span>
<span id="cb2-124"><a href="#cb2-124" aria-hidden="true" tabindex="-1"></a>  <span class="fu">geom_text</span>(<span class="fu">aes</span>(<span class="at">label =</span> Cum), <span class="at">color =</span> <span class="st">&quot;white&quot;</span>) <span class="sc">+</span></span>
<span id="cb2-125"><a href="#cb2-125" aria-hidden="true" tabindex="-1"></a>  <span class="fu">labs</span>(<span class="at">y =</span> <span class="st">&quot;Number of Countries with Plastic Bag Ban or Fee&quot;</span>) <span class="sc">+</span></span>
<span id="cb2-126"><a href="#cb2-126" aria-hidden="true" tabindex="-1"></a>  <span class="fu">scale_x_continuous</span>(<span class="at">breaks =</span> <span class="fu">c</span>(<span class="dv">1992</span>, <span class="dv">1995</span>, <span class="dv">2000</span>, <span class="dv">2005</span>, <span class="dv">2010</span>, <span class="dv">2015</span>, <span class="dv">2019</span>),</span>
<span id="cb2-127"><a href="#cb2-127" aria-hidden="true" tabindex="-1"></a>                     <span class="at">labels =</span> <span class="fu">c</span>(<span class="dv">1992</span>, <span class="dv">1995</span>, <span class="dv">2000</span>, <span class="dv">2005</span>, <span class="dv">2010</span>, <span class="dv">2015</span>, <span class="dv">2019</span>)) <span class="sc">+</span></span>
<span id="cb2-128"><a href="#cb2-128" aria-hidden="true" tabindex="-1"></a>  <span class="fu">scale_y_continuous</span>(<span class="at">breaks =</span> <span class="fu">seq</span>(<span class="dv">0</span>, <span class="dv">100</span>, <span class="dv">20</span>),</span>
<span id="cb2-129"><a href="#cb2-129" aria-hidden="true" tabindex="-1"></a>                     <span class="at">labels =</span> <span class="fu">seq</span>(<span class="dv">0</span>, <span class="dv">100</span>, <span class="dv">20</span>)) <span class="sc">+</span></span>
<span id="cb2-130"><a href="#cb2-130" aria-hidden="true" tabindex="-1"></a>  <span class="fu">theme_bw</span>(<span class="at">base_size =</span> <span class="dv">16</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="quarto-figure quarto-figure-center">
<figure class="figure">
<p><img role="img" 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</section>
<section id="tables" class="level2" data-number="3">
<h2 data-number="3" class="anchored" data-anchor-id="tables"><span class="header-section-number">3</span> Tables</h2>
<section id="table-1" class="level3" data-number="3.1">
<h3 data-number="3.1" class="anchored" data-anchor-id="table-1"><span class="header-section-number">3.1</span> Table 1</h3>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb3"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>fit1 <span class="ot">&lt;-</span> ban_df <span class="sc">|&gt;</span> </span>
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Ban) <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a>          Region_Ban <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb3-6"><a href="#cb3-6" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span>
<span id="cb3-7"><a href="#cb3-7" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb3-8"><a href="#cb3-8" aria-hidden="true" tabindex="-1"></a>fit2 <span class="ot">&lt;-</span> fee_df <span class="sc">|&gt;</span> </span>
<span id="cb3-9"><a href="#cb3-9" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Fee) <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb3-10"><a href="#cb3-10" aria-hidden="true" tabindex="-1"></a>          Region_Fee <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb3-11"><a href="#cb3-11" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb3-12"><a href="#cb3-12" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb3-13"><a href="#cb3-13" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="fu">modelsummary</span>(<span class="fu">list</span>(<span class="st">&quot;Ban&quot;</span> <span class="ot">=</span> fit1, <span class="st">&quot;Fee&quot;</span> <span class="ot">=</span> fit2),</span>
<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a>             <span class="at">estimate  =</span> <span class="st">&quot;{estimate} ({robust.se}){stars}&quot;</span>,</span>
<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a>             <span class="at">statistic =</span> <span class="cn">NULL</span>,</span>
<span id="cb4-4"><a href="#cb4-4" aria-hidden="true" tabindex="-1"></a>             <span class="at">coef_rename =</span> <span class="fu">c</span>(<span class="st">&quot;Net_Import&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Import (Netweight)&quot;</span>, </span>
<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Net_Export&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Export (Netweight)&quot;</span>,</span>
<span id="cb4-6"><a href="#cb4-6" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Ban&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb4-7"><a href="#cb4-7" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Fee&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb4-8"><a href="#cb4-8" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Liberal_Dem&quot;</span>     <span class="ot">=</span> <span class="st">&quot;Liberal Democracy Index&quot;</span>, </span>
<span id="cb4-9"><a href="#cb4-9" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;CO2&quot;</span>             <span class="ot">=</span> <span class="st">&quot;CO2 emissions per GDP&quot;</span>, </span>
<span id="cb4-10"><a href="#cb4-10" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;EPI&quot;</span>             <span class="ot">=</span> <span class="st">&quot;Environmental Performance Index&quot;</span>, </span>
<span id="cb4-11"><a href="#cb4-11" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Cum_MEA&quot;</span>         <span class="ot">=</span> <span class="st">&quot;MEAs&quot;</span>, </span>
<span id="cb4-12"><a href="#cb4-12" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP&quot;</span>             <span class="ot">=</span> <span class="st">&quot;GDP per capita&quot;</span>, </span>
<span id="cb4-13"><a href="#cb4-13" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;I(GDP^2)&quot;</span>        <span class="ot">=</span> <span class="st">&quot;GDP per capita (polynomial)&quot;</span>,</span>
<span id="cb4-14"><a href="#cb4-14" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP_Growth&quot;</span>      <span class="ot">=</span> <span class="st">&quot;GDP per capita (Growth)&quot;</span>,</span>
<span id="cb4-15"><a href="#cb4-15" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Population)&quot;</span> <span class="ot">=</span> <span class="st">&quot;Population (logged)&quot;</span>, </span>
<span id="cb4-16"><a href="#cb4-16" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Density)&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Population Density (logged)&quot;</span>, </span>
<span id="cb4-17"><a href="#cb4-17" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Urban&quot;</span>           <span class="ot">=</span> <span class="st">&quot;Urban Ratio&quot;</span>),</span>
<span id="cb4-18"><a href="#cb4-18" aria-hidden="true" tabindex="-1"></a>             <span class="at">fmt =</span> <span class="fu">fmt_statistic</span>(<span class="st">&quot;aic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;bic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;rmse&quot;</span> <span class="ot">=</span> <span class="dv">3</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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        <thead>
        
              <tr>
                <th scope="col"> </th>
                <th scope="col">Ban</th>
                <th scope="col">Fee</th>
              </tr>
        </thead>
        
        <tbody>
                <tr>
                  <td>Import (Netweight)             </td>
                  <td>0.052 (0.026)+ </td>
                  <td>0.134 (0.040)***   </td>
                </tr>
                <tr>
                  <td>Export (Netweight)             </td>
                  <td>-1.752 (0.764)*</td>
                  <td>0.036 (0.080)      </td>
                </tr>
                <tr>
                  <td>Region                         </td>
                  <td>5.694 (2.257)* </td>
                  <td>1.280 (2.526)      </td>
                </tr>
                <tr>
                  <td>Coastline                      </td>
                  <td>-0.041 (0.027) </td>
                  <td>-0.029 (0.038)     </td>
                </tr>
                <tr>
                  <td>Fishery                        </td>
                  <td>6.299 (23.003) </td>
                  <td>-192.785 (109.615)+</td>
                </tr>
                <tr>
                  <td>Environmental Performance Index</td>
                  <td>0.010 (0.016)  </td>
                  <td>0.011 (0.010)      </td>
                </tr>
                <tr>
                  <td>Chemical                       </td>
                  <td>0.070 (0.044)  </td>
                  <td>0.100 (0.035)**    </td>
                </tr>
                <tr>
                  <td>Liberal Democracy Index        </td>
                  <td>2.270 (1.756)  </td>
                  <td>2.569 (1.805)      </td>
                </tr>
                <tr>
                  <td>CO2 emissions per GDP          </td>
                  <td>-0.887 (2.912) </td>
                  <td>-0.765 (3.206)     </td>
                </tr>
                <tr>
                  <td>MEAs                           </td>
                  <td>-0.007 (0.004)+</td>
                  <td>0.008 (0.003)*     </td>
                </tr>
                <tr>
                  <td>GDP per capita                 </td>
                  <td>1.298 (1.140)  </td>
                  <td>-0.460 (0.706)     </td>
                </tr>
                <tr>
                  <td>GDP per capita (polynomial)    </td>
                  <td>-0.221 (0.159) </td>
                  <td>-0.050 (0.116)     </td>
                </tr>
                <tr>
                  <td>GDP per capita (Growth)        </td>
                  <td>0.065 (0.096)  </td>
                  <td>-0.016 (0.132)     </td>
                </tr>
                <tr>
                  <td>Population (logged)            </td>
                  <td>0.572 (0.213)**</td>
                  <td>-0.246 (0.229)     </td>
                </tr>
                <tr>
                  <td>Population Density (logged)    </td>
                  <td>-0.359 (0.224) </td>
                  <td>-0.094 (0.241)     </td>
                </tr>
                <tr>
                  <td>Urban Ratio                    </td>
                  <td>-0.043 (0.020)*</td>
                  <td>-0.018 (0.020)     </td>
                </tr>
                <tr>
                  <td>Num.Obs.                       </td>
                  <td>1565           </td>
                  <td>1507               </td>
                </tr>
                <tr>
                  <td>AIC                            </td>
                  <td>142.367        </td>
                  <td>167.527            </td>
                </tr>
                <tr>
                  <td>BIC                            </td>
                  <td>228.057        </td>
                  <td>252.613            </td>
                </tr>
                <tr>
                  <td>RMSE                           </td>
                  <td>0.103          </td>
                  <td>0.116              </td>
                </tr>
        </tbody>
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    </div>
<!-- hack to avoid NA insertion in last line -->
</div>
</div>
</section>
<section id="table-a1" class="level3" data-number="3.2">
<h3 data-number="3.2" class="anchored" data-anchor-id="table-a1"><span class="header-section-number">3.2</span> Table A1</h3>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb5"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>impexp_df <span class="ot">&lt;-</span> <span class="fu">read_csv</span>(<span class="st">&quot;Data/Cleaned/ImportExport_Netweight.csv&quot;</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<p><strong>Import:</strong></p>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb6"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a>imp_df <span class="ot">&lt;-</span> impexp_df <span class="sc">|&gt;</span> </span>
<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">filter</span>(Type <span class="sc">==</span> <span class="st">&quot;Import&quot;</span>, Netweight <span class="sc">&gt;</span> <span class="dv">0</span>) <span class="sc">|&gt;</span> </span>
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">drop_na</span>()</span>
<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a>imp_df <span class="ot">&lt;-</span> imp_df <span class="sc">|&gt;</span> </span>
<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">filter</span>(Year <span class="sc">%in%</span> <span class="fu">c</span>(<span class="dv">2005</span>, <span class="dv">2016</span>, <span class="dv">2019</span>),</span>
<span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a>         Country <span class="sc">!=</span> <span class="st">&quot;Other Asia, nes&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">Country =</span> <span class="fu">if_else</span>(Country <span class="sc">==</span> <span class="st">&quot;China, Hong Kong SAR&quot;</span>,</span>
<span id="cb6-9"><a href="#cb6-9" aria-hidden="true" tabindex="-1"></a>                           <span class="st">&quot;Hong Kong&quot;</span>, Country)) <span class="sc">|&gt;</span> </span>
<span id="cb6-10"><a href="#cb6-10" aria-hidden="true" tabindex="-1"></a>  <span class="fu">group_by</span>(Year) <span class="sc">|&gt;</span> </span>
<span id="cb6-11"><a href="#cb6-11" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">n =</span> <span class="fu">n</span>(),</span>
<span id="cb6-12"><a href="#cb6-12" aria-hidden="true" tabindex="-1"></a>         <span class="at">rank =</span> <span class="fu">rank</span>(Netweight),</span>
<span id="cb6-13"><a href="#cb6-13" aria-hidden="true" tabindex="-1"></a>         <span class="at">rank =</span> n <span class="sc">-</span> rank <span class="sc">+</span> <span class="dv">1</span>) <span class="sc">|&gt;</span> </span>
<span id="cb6-14"><a href="#cb6-14" aria-hidden="true" tabindex="-1"></a>  <span class="fu">select</span>(<span class="at">Rank =</span> rank, Year, Country, Netweight) <span class="sc">|&gt;</span> </span>
<span id="cb6-15"><a href="#cb6-15" aria-hidden="true" tabindex="-1"></a>  <span class="fu">filter</span>(Rank <span class="sc">&lt;=</span> <span class="dv">20</span>) <span class="sc">|&gt;</span> </span>
<span id="cb6-16"><a href="#cb6-16" aria-hidden="true" tabindex="-1"></a>  <span class="fu">arrange</span>(Rank) <span class="sc">|&gt;</span> </span>
<span id="cb6-17"><a href="#cb6-17" aria-hidden="true" tabindex="-1"></a>  <span class="fu">ungroup</span>()</span>
<span id="cb6-18"><a href="#cb6-18" aria-hidden="true" tabindex="-1"></a>  </span>
<span id="cb6-19"><a href="#cb6-19" aria-hidden="true" tabindex="-1"></a>imp_df <span class="sc">|&gt;</span> </span>
<span id="cb6-20"><a href="#cb6-20" aria-hidden="true" tabindex="-1"></a>  <span class="fu">filter</span>(Year <span class="sc">==</span> <span class="dv">2005</span>) <span class="sc">|&gt;</span> </span>
<span id="cb6-21"><a href="#cb6-21" aria-hidden="true" tabindex="-1"></a>  <span class="fu">left_join</span>(<span class="fu">filter</span>(imp_df, Year <span class="sc">==</span> <span class="dv">2016</span>), <span class="at">by =</span> <span class="st">&quot;Rank&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb6-22"><a href="#cb6-22" aria-hidden="true" tabindex="-1"></a>  <span class="fu">left_join</span>(<span class="fu">filter</span>(imp_df, Year <span class="sc">==</span> <span class="dv">2019</span>), <span class="at">by =</span> <span class="st">&quot;Rank&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb6-23"><a href="#cb6-23" aria-hidden="true" tabindex="-1"></a>  <span class="fu">select</span>(<span class="sc">-</span><span class="fu">starts_with</span>(<span class="st">&quot;Year&quot;</span>)) <span class="sc">|&gt;</span> </span>
<span id="cb6-24"><a href="#cb6-24" aria-hidden="true" tabindex="-1"></a>  <span class="fu">gt</span>() <span class="sc">|&gt;</span> </span>
<span id="cb6-25"><a href="#cb6-25" aria-hidden="true" tabindex="-1"></a>  <span class="fu">cols_label</span>(<span class="st">&quot;Country.x&quot;</span> <span class="ot">=</span> <span class="st">&quot;Country&quot;</span>,</span>
<span id="cb6-26"><a href="#cb6-26" aria-hidden="true" tabindex="-1"></a>             <span class="st">&quot;Country.y&quot;</span> <span class="ot">=</span> <span class="st">&quot;Country&quot;</span>,</span>
<span id="cb6-27"><a href="#cb6-27" aria-hidden="true" tabindex="-1"></a>             <span class="st">&quot;Netweight.x&quot;</span> <span class="ot">=</span> <span class="st">&quot;Netweight (kg)&quot;</span>,</span>
<span id="cb6-28"><a href="#cb6-28" aria-hidden="true" tabindex="-1"></a>             <span class="st">&quot;Netweight.y&quot;</span> <span class="ot">=</span> <span class="st">&quot;Netweight (kg)&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb6-29"><a href="#cb6-29" aria-hidden="true" tabindex="-1"></a>  <span class="fu">fmt_number</span>(<span class="at">columns =</span> <span class="fu">c</span>(<span class="dv">3</span>, <span class="dv">5</span>, <span class="dv">7</span>), <span class="at">decimals =</span> <span class="dv">0</span>) <span class="sc">|&gt;</span> </span>
<span id="cb6-30"><a href="#cb6-30" aria-hidden="true" tabindex="-1"></a>  <span class="fu">tab_spanner</span>(<span class="at">columns =</span> <span class="dv">2</span><span class="sc">:</span><span class="dv">3</span>, <span class="at">label =</span> <span class="st">&quot;2005&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb6-31"><a href="#cb6-31" aria-hidden="true" tabindex="-1"></a>  <span class="fu">tab_spanner</span>(<span class="at">columns =</span> <span class="dv">4</span><span class="sc">:</span><span class="dv">5</span>, <span class="at">label =</span> <span class="st">&quot;2016&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb6-32"><a href="#cb6-32" aria-hidden="true" tabindex="-1"></a>  <span class="fu">tab_spanner</span>(<span class="at">columns =</span> <span class="dv">6</span><span class="sc">:</span><span class="dv">7</span>, <span class="at">label =</span> <span class="st">&quot;2019&quot;</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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padding-left: 5px;
padding-right: 5px;
color: #333333;
background-color: #FFFFFF;
font-size: 100%;
font-weight: initial;
text-transform: inherit;
border-top-style: solid;
border-top-width: 2px;
border-top-color: #D3D3D3;
border-bottom-style: solid;
border-bottom-width: 2px;
border-bottom-color: #D3D3D3;
border-left-style: none;
border-left-width: 1px;
border-left-color: #D3D3D3;
border-right-style: none;
border-right-width: 1px;
border-right-color: #D3D3D3;
vertical-align: middle;
text-align: left;
}
#ahadpgzoip .gt_empty_group_heading {
padding: 0.5px;
color: #333333;
background-color: #FFFFFF;
font-size: 100%;
font-weight: initial;
border-top-style: solid;
border-top-width: 2px;
border-top-color: #D3D3D3;
border-bottom-style: solid;
border-bottom-width: 2px;
border-bottom-color: #D3D3D3;
vertical-align: middle;
}
#ahadpgzoip .gt_from_md > :first-child {
margin-top: 0;
}
#ahadpgzoip .gt_from_md > :last-child {
margin-bottom: 0;
}
#ahadpgzoip .gt_row {
padding-top: 8px;
padding-bottom: 8px;
padding-left: 5px;
padding-right: 5px;
margin: 10px;
border-top-style: solid;
border-top-width: 1px;
border-top-color: #D3D3D3;
border-left-style: none;
border-left-width: 1px;
border-left-color: #D3D3D3;
border-right-style: none;
border-right-width: 1px;
border-right-color: #D3D3D3;
vertical-align: middle;
overflow-x: hidden;
}
#ahadpgzoip .gt_stub {
color: #333333;
background-color: #FFFFFF;
font-size: 100%;
font-weight: initial;
text-transform: inherit;
border-right-style: solid;
border-right-width: 2px;
border-right-color: #D3D3D3;
padding-left: 5px;
padding-right: 5px;
}
#ahadpgzoip .gt_stub_row_group {
color: #333333;
background-color: #FFFFFF;
font-size: 100%;
font-weight: initial;
text-transform: inherit;
border-right-style: solid;
border-right-width: 2px;
border-right-color: #D3D3D3;
padding-left: 5px;
padding-right: 5px;
vertical-align: top;
}
#ahadpgzoip .gt_row_group_first td {
border-top-width: 2px;
}
#ahadpgzoip .gt_row_group_first th {
border-top-width: 2px;
}
#ahadpgzoip .gt_summary_row {
color: #333333;
background-color: #FFFFFF;
text-transform: inherit;
padding-top: 8px;
padding-bottom: 8px;
padding-left: 5px;
padding-right: 5px;
}
#ahadpgzoip .gt_first_summary_row {
border-top-style: solid;
border-top-color: #D3D3D3;
}
#ahadpgzoip .gt_first_summary_row.thick {
border-top-width: 2px;
}
#ahadpgzoip .gt_last_summary_row {
padding-top: 8px;
padding-bottom: 8px;
padding-left: 5px;
padding-right: 5px;
border-bottom-style: solid;
border-bottom-width: 2px;
border-bottom-color: #D3D3D3;
}
#ahadpgzoip .gt_grand_summary_row {
color: #333333;
background-color: #FFFFFF;
text-transform: inherit;
padding-top: 8px;
padding-bottom: 8px;
padding-left: 5px;
padding-right: 5px;
}
#ahadpgzoip .gt_first_grand_summary_row {
padding-top: 8px;
padding-bottom: 8px;
padding-left: 5px;
padding-right: 5px;
border-top-style: double;
border-top-width: 6px;
border-top-color: #D3D3D3;
}
#ahadpgzoip .gt_last_grand_summary_row_top {
padding-top: 8px;
padding-bottom: 8px;
padding-left: 5px;
padding-right: 5px;
border-bottom-style: double;
border-bottom-width: 6px;
border-bottom-color: #D3D3D3;
}
#ahadpgzoip .gt_striped {
background-color: rgba(128, 128, 128, 0.05);
}
#ahadpgzoip .gt_table_body {
border-top-style: solid;
border-top-width: 2px;
border-top-color: #D3D3D3;
border-bottom-style: solid;
border-bottom-width: 2px;
border-bottom-color: #D3D3D3;
}
#ahadpgzoip .gt_footnotes {
color: #333333;
background-color: #FFFFFF;
border-bottom-style: none;
border-bottom-width: 2px;
border-bottom-color: #D3D3D3;
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border-left-width: 2px;
border-left-color: #D3D3D3;
border-right-style: none;
border-right-width: 2px;
border-right-color: #D3D3D3;
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#ahadpgzoip .gt_footnote {
margin: 0px;
font-size: 90%;
padding-top: 4px;
padding-bottom: 4px;
padding-left: 5px;
padding-right: 5px;
}
#ahadpgzoip .gt_sourcenotes {
color: #333333;
background-color: #FFFFFF;
border-bottom-style: none;
border-bottom-width: 2px;
border-bottom-color: #D3D3D3;
border-left-style: none;
border-left-width: 2px;
border-left-color: #D3D3D3;
border-right-style: none;
border-right-width: 2px;
border-right-color: #D3D3D3;
}
#ahadpgzoip .gt_sourcenote {
font-size: 90%;
padding-top: 4px;
padding-bottom: 4px;
padding-left: 5px;
padding-right: 5px;
}
#ahadpgzoip .gt_left {
text-align: left;
}
#ahadpgzoip .gt_center {
text-align: center;
}
#ahadpgzoip .gt_right {
text-align: right;
font-variant-numeric: tabular-nums;
}
#ahadpgzoip .gt_font_normal {
font-weight: normal;
}
#ahadpgzoip .gt_font_bold {
font-weight: bold;
}
#ahadpgzoip .gt_font_italic {
font-style: italic;
}
#ahadpgzoip .gt_super {
font-size: 65%;
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#ahadpgzoip .gt_footnote_marks {
font-size: 75%;
vertical-align: 0.4em;
position: initial;
}
#ahadpgzoip .gt_asterisk {
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}
#ahadpgzoip .gt_indent_1 {
text-indent: 5px;
}
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#ahadpgzoip .gt_indent_3 {
text-indent: 15px;
}
#ahadpgzoip .gt_indent_4 {
text-indent: 20px;
}
#ahadpgzoip .gt_indent_5 {
text-indent: 25px;
}
#ahadpgzoip .katex-display {
display: inline-flex !important;
margin-bottom: 0.75em !important;
}
#ahadpgzoip div.Reactable > div.rt-table > div.rt-thead > div.rt-tr.rt-tr-group-header > div.rt-th-group:after {
height: 0px !important;
}
</style>

<table class="gt_table caption-top table table-sm table-striped small" data-quarto-postprocess="true" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
<colgroup>
<col style="width: 14%">
<col style="width: 14%">
<col style="width: 14%">
<col style="width: 14%">
<col style="width: 14%">
<col style="width: 14%">
<col style="width: 14%">
</colgroup>
<thead>
<tr class="gt_col_headings gt_spanner_row header">
<th rowspan="2" id="Rank" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Rank</th>
<th colspan="2" id="2005" class="gt_center gt_columns_top_border gt_column_spanner_outer" data-quarto-table-cell-role="th" scope="colgroup"><div class="gt_column_spanner">
2005
</div></th>
<th colspan="2" id="2016" class="gt_center gt_columns_top_border gt_column_spanner_outer" data-quarto-table-cell-role="th" scope="colgroup"><div class="gt_column_spanner">
2016
</div></th>
<th colspan="2" id="2019" class="gt_center gt_columns_top_border gt_column_spanner_outer" data-quarto-table-cell-role="th" scope="colgroup"><div class="gt_column_spanner">
2019
</div></th>
</tr>
<tr class="gt_col_headings even">
<th id="Country.x" class="gt_col_heading gt_columns_bottom_border gt_left" data-quarto-table-cell-role="th" scope="col">Country</th>
<th id="Netweight.x" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Netweight (kg)</th>
<th id="Country.y" class="gt_col_heading gt_columns_bottom_border gt_left" data-quarto-table-cell-role="th" scope="col">Country</th>
<th id="Netweight.y" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Netweight (kg)</th>
<th id="Country" class="gt_col_heading gt_columns_bottom_border gt_left" data-quarto-table-cell-role="th" scope="col">Country</th>
<th id="Netweight" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Netweight</th>
</tr>
</thead>
<tbody class="gt_table_body">
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">1</td>
<td class="gt_row gt_left" headers="Country.x">China</td>
<td class="gt_row gt_right" headers="Netweight.x">4,956,751,100</td>
<td class="gt_row gt_left" headers="Country.y">China</td>
<td class="gt_row gt_right" headers="Netweight.y">8,801,639,542</td>
<td class="gt_row gt_left" headers="Country">Hong Kong</td>
<td class="gt_row gt_right" headers="Netweight">606,556,016</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">2</td>
<td class="gt_row gt_left" headers="Country.x">Hong Kong</td>
<td class="gt_row gt_right" headers="Netweight.x">3,499,933,487</td>
<td class="gt_row gt_left" headers="Country.y">Hong Kong</td>
<td class="gt_row gt_right" headers="Netweight.y">2,877,955,762</td>
<td class="gt_row gt_left" headers="Country">Netherlands</td>
<td class="gt_row gt_right" headers="Netweight">582,095,720</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">3</td>
<td class="gt_row gt_left" headers="Country.x">USA</td>
<td class="gt_row gt_right" headers="Netweight.x">585,987,024</td>
<td class="gt_row gt_left" headers="Country.y">Netherlands</td>
<td class="gt_row gt_right" headers="Netweight.y">577,599,546</td>
<td class="gt_row gt_left" headers="Country">Germany</td>
<td class="gt_row gt_right" headers="Netweight">497,932,109</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">4</td>
<td class="gt_row gt_left" headers="Country.x">Canada</td>
<td class="gt_row gt_right" headers="Netweight.x">214,929,250</td>
<td class="gt_row gt_left" headers="Country.y">USA</td>
<td class="gt_row gt_right" headers="Netweight.y">421,002,614</td>
<td class="gt_row gt_left" headers="Country">Malaysia</td>
<td class="gt_row gt_right" headers="Netweight">333,499,816</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">5</td>
<td class="gt_row gt_left" headers="Country.x">Netherlands</td>
<td class="gt_row gt_right" headers="Netweight.x">203,698,528</td>
<td class="gt_row gt_left" headers="Country.y">Malaysia</td>
<td class="gt_row gt_right" headers="Netweight.y">287,673,296</td>
<td class="gt_row gt_left" headers="Country">Viet Nam</td>
<td class="gt_row gt_right" headers="Netweight">279,717,683</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">6</td>
<td class="gt_row gt_left" headers="Country.x">Germany</td>
<td class="gt_row gt_right" headers="Netweight.x">203,111,329</td>
<td class="gt_row gt_left" headers="Country.y">Austria</td>
<td class="gt_row gt_right" headers="Netweight.y">229,818,710</td>
<td class="gt_row gt_left" headers="Country">Indonesia</td>
<td class="gt_row gt_right" headers="Netweight">249,618,392</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">7</td>
<td class="gt_row gt_left" headers="Country.x">Italy</td>
<td class="gt_row gt_right" headers="Netweight.x">161,916,606</td>
<td class="gt_row gt_left" headers="Country.y">Belgium</td>
<td class="gt_row gt_right" headers="Netweight.y">203,042,652</td>
<td class="gt_row gt_left" headers="Country">Austria</td>
<td class="gt_row gt_right" headers="Netweight">225,607,123</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">8</td>
<td class="gt_row gt_left" headers="Country.x">Belgium</td>
<td class="gt_row gt_right" headers="Netweight.x">158,836,392</td>
<td class="gt_row gt_left" headers="Country.y">Canada</td>
<td class="gt_row gt_right" headers="Netweight.y">171,675,390</td>
<td class="gt_row gt_left" headers="Country">Belgium</td>
<td class="gt_row gt_right" headers="Netweight">197,384,042</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">9</td>
<td class="gt_row gt_left" headers="Country.x">India</td>
<td class="gt_row gt_right" headers="Netweight.x">96,514,375</td>
<td class="gt_row gt_left" headers="Country.y">India</td>
<td class="gt_row gt_right" headers="Netweight.y">166,859,268</td>
<td class="gt_row gt_left" headers="Country">Rep. of Korea</td>
<td class="gt_row gt_right" headers="Netweight">168,824,066</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">10</td>
<td class="gt_row gt_left" headers="Country.x">Malaysia</td>
<td class="gt_row gt_right" headers="Netweight.x">77,028,975</td>
<td class="gt_row gt_left" headers="Country.y">Turkey</td>
<td class="gt_row gt_right" headers="Netweight.y">152,869,415</td>
<td class="gt_row gt_left" headers="Country">Canada</td>
<td class="gt_row gt_right" headers="Netweight">166,789,973</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">11</td>
<td class="gt_row gt_left" headers="Country.x">Denmark</td>
<td class="gt_row gt_right" headers="Netweight.x">59,924,450</td>
<td class="gt_row gt_left" headers="Country.y">Sweden</td>
<td class="gt_row gt_right" headers="Netweight.y">141,071,135</td>
<td class="gt_row gt_left" headers="Country">Spain</td>
<td class="gt_row gt_right" headers="Netweight">157,428,100</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">12</td>
<td class="gt_row gt_left" headers="Country.x">France</td>
<td class="gt_row gt_right" headers="Netweight.x">50,592,700</td>
<td class="gt_row gt_left" headers="Country.y">United Kingdom</td>
<td class="gt_row gt_right" headers="Netweight.y">130,020,665</td>
<td class="gt_row gt_left" headers="Country">India</td>
<td class="gt_row gt_right" headers="Netweight">145,051,746</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">13</td>
<td class="gt_row gt_left" headers="Country.x">Spain</td>
<td class="gt_row gt_right" headers="Netweight.x">46,274,064</td>
<td class="gt_row gt_left" headers="Country.y">Czechia</td>
<td class="gt_row gt_right" headers="Netweight.y">129,924,519</td>
<td class="gt_row gt_left" headers="Country">Poland</td>
<td class="gt_row gt_right" headers="Netweight">144,614,638</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">14</td>
<td class="gt_row gt_left" headers="Country.x">United Kingdom</td>
<td class="gt_row gt_right" headers="Netweight.x">45,560,571</td>
<td class="gt_row gt_left" headers="Country.y">France</td>
<td class="gt_row gt_right" headers="Netweight.y">122,986,724</td>
<td class="gt_row gt_left" headers="Country">Thailand</td>
<td class="gt_row gt_right" headers="Netweight">141,783,036</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">15</td>
<td class="gt_row gt_left" headers="Country.x">Switzerland</td>
<td class="gt_row gt_right" headers="Netweight.x">44,854,392</td>
<td class="gt_row gt_left" headers="Country.y">Indonesia</td>
<td class="gt_row gt_right" headers="Netweight.y">120,978,858</td>
<td class="gt_row gt_left" headers="Country">Italy</td>
<td class="gt_row gt_right" headers="Netweight">136,531,951</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">16</td>
<td class="gt_row gt_left" headers="Country.x">Mexico</td>
<td class="gt_row gt_right" headers="Netweight.x">44,735,562</td>
<td class="gt_row gt_left" headers="Country.y">Poland</td>
<td class="gt_row gt_right" headers="Netweight.y">118,800,491</td>
<td class="gt_row gt_left" headers="Country">United Kingdom</td>
<td class="gt_row gt_right" headers="Netweight">109,474,903</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">17</td>
<td class="gt_row gt_left" headers="Country.x">Ireland</td>
<td class="gt_row gt_right" headers="Netweight.x">42,122,240</td>
<td class="gt_row gt_left" headers="Country.y">Portugal</td>
<td class="gt_row gt_right" headers="Netweight.y">105,127,964</td>
<td class="gt_row gt_left" headers="Country">Slovenia</td>
<td class="gt_row gt_right" headers="Netweight">101,499,167</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">18</td>
<td class="gt_row gt_left" headers="Country.x">Austria</td>
<td class="gt_row gt_right" headers="Netweight.x">41,467,529</td>
<td class="gt_row gt_left" headers="Country.y">Viet Nam</td>
<td class="gt_row gt_right" headers="Netweight.y">101,906,900</td>
<td class="gt_row gt_left" headers="Country">Portugal</td>
<td class="gt_row gt_right" headers="Netweight">100,849,732</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">19</td>
<td class="gt_row gt_left" headers="Country.x">Pakistan</td>
<td class="gt_row gt_right" headers="Netweight.x">36,554,925</td>
<td class="gt_row gt_left" headers="Country.y">Slovenia</td>
<td class="gt_row gt_right" headers="Netweight.y">94,247,182</td>
<td class="gt_row gt_left" headers="Country">Romania</td>
<td class="gt_row gt_right" headers="Netweight">99,421,880</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">20</td>
<td class="gt_row gt_left" headers="Country.x">Czechia</td>
<td class="gt_row gt_right" headers="Netweight.x">24,971,213</td>
<td class="gt_row gt_left" headers="Country.y">Thailand</td>
<td class="gt_row gt_right" headers="Netweight.y">69,507,073</td>
<td class="gt_row gt_left" headers="Country">Lao People&#39;s Dem. Rep.</td>
<td class="gt_row gt_right" headers="Netweight">98,533,405</td>
</tr>
</tbody>
</table>

</div>
</div>
</div>
<p><strong>Export:</strong></p>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb7"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a>exp_df <span class="ot">&lt;-</span> impexp_df <span class="sc">|&gt;</span> </span>
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">filter</span>(Type <span class="sc">==</span> <span class="st">&quot;Export&quot;</span>, Netweight <span class="sc">&gt;</span> <span class="dv">0</span>) <span class="sc">|&gt;</span> </span>
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a>  <span class="fu">drop_na</span>()</span>
<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a>exp_df <span class="ot">&lt;-</span> exp_df <span class="sc">|&gt;</span> </span>
<span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">filter</span>(Year <span class="sc">%in%</span> <span class="fu">c</span>(<span class="dv">2005</span>, <span class="dv">2016</span>, <span class="dv">2019</span>),</span>
<span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a>         Country <span class="sc">!=</span> <span class="st">&quot;Other Asia, nes&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">Country =</span> <span class="fu">if_else</span>(Country <span class="sc">==</span> <span class="st">&quot;China, Hong Kong SAR&quot;</span>,</span>
<span id="cb7-9"><a href="#cb7-9" aria-hidden="true" tabindex="-1"></a>                           <span class="st">&quot;Hong Kong&quot;</span>, Country)) <span class="sc">|&gt;</span> </span>
<span id="cb7-10"><a href="#cb7-10" aria-hidden="true" tabindex="-1"></a>  <span class="fu">group_by</span>(Year) <span class="sc">|&gt;</span> </span>
<span id="cb7-11"><a href="#cb7-11" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">n =</span> <span class="fu">n</span>(),</span>
<span id="cb7-12"><a href="#cb7-12" aria-hidden="true" tabindex="-1"></a>         <span class="at">rank =</span> <span class="fu">rank</span>(Netweight),</span>
<span id="cb7-13"><a href="#cb7-13" aria-hidden="true" tabindex="-1"></a>         <span class="at">rank =</span> n <span class="sc">-</span> rank <span class="sc">+</span> <span class="dv">1</span>) <span class="sc">|&gt;</span> </span>
<span id="cb7-14"><a href="#cb7-14" aria-hidden="true" tabindex="-1"></a>  <span class="fu">select</span>(<span class="at">Rank =</span> rank, Year, Country, Netweight) <span class="sc">|&gt;</span> </span>
<span id="cb7-15"><a href="#cb7-15" aria-hidden="true" tabindex="-1"></a>  <span class="fu">filter</span>(Rank <span class="sc">&lt;=</span> <span class="dv">20</span>) <span class="sc">|&gt;</span> </span>
<span id="cb7-16"><a href="#cb7-16" aria-hidden="true" tabindex="-1"></a>  <span class="fu">arrange</span>(Rank) <span class="sc">|&gt;</span> </span>
<span id="cb7-17"><a href="#cb7-17" aria-hidden="true" tabindex="-1"></a>  <span class="fu">ungroup</span>()</span>
<span id="cb7-18"><a href="#cb7-18" aria-hidden="true" tabindex="-1"></a>  </span>
<span id="cb7-19"><a href="#cb7-19" aria-hidden="true" tabindex="-1"></a>exp_df <span class="sc">|&gt;</span> </span>
<span id="cb7-20"><a href="#cb7-20" aria-hidden="true" tabindex="-1"></a>  <span class="fu">filter</span>(Year <span class="sc">==</span> <span class="dv">2005</span>) <span class="sc">|&gt;</span> </span>
<span id="cb7-21"><a href="#cb7-21" aria-hidden="true" tabindex="-1"></a>  <span class="fu">left_join</span>(<span class="fu">filter</span>(exp_df, Year <span class="sc">==</span> <span class="dv">2016</span>), <span class="at">by =</span> <span class="st">&quot;Rank&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb7-22"><a href="#cb7-22" aria-hidden="true" tabindex="-1"></a>  <span class="fu">left_join</span>(<span class="fu">filter</span>(exp_df, Year <span class="sc">==</span> <span class="dv">2019</span>), <span class="at">by =</span> <span class="st">&quot;Rank&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb7-23"><a href="#cb7-23" aria-hidden="true" tabindex="-1"></a>  <span class="fu">select</span>(<span class="sc">-</span><span class="fu">starts_with</span>(<span class="st">&quot;Year&quot;</span>)) <span class="sc">|&gt;</span> </span>
<span id="cb7-24"><a href="#cb7-24" aria-hidden="true" tabindex="-1"></a>  <span class="fu">gt</span>() <span class="sc">|&gt;</span> </span>
<span id="cb7-25"><a href="#cb7-25" aria-hidden="true" tabindex="-1"></a>  <span class="fu">cols_label</span>(<span class="st">&quot;Country.x&quot;</span> <span class="ot">=</span> <span class="st">&quot;Country&quot;</span>,</span>
<span id="cb7-26"><a href="#cb7-26" aria-hidden="true" tabindex="-1"></a>             <span class="st">&quot;Country.y&quot;</span> <span class="ot">=</span> <span class="st">&quot;Country&quot;</span>,</span>
<span id="cb7-27"><a href="#cb7-27" aria-hidden="true" tabindex="-1"></a>             <span class="st">&quot;Netweight.x&quot;</span> <span class="ot">=</span> <span class="st">&quot;Netweight (kg)&quot;</span>,</span>
<span id="cb7-28"><a href="#cb7-28" aria-hidden="true" tabindex="-1"></a>             <span class="st">&quot;Netweight.y&quot;</span> <span class="ot">=</span> <span class="st">&quot;Netweight (kg)&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb7-29"><a href="#cb7-29" aria-hidden="true" tabindex="-1"></a>  <span class="fu">fmt_number</span>(<span class="at">columns =</span> <span class="fu">c</span>(<span class="dv">3</span>, <span class="dv">5</span>, <span class="dv">7</span>), <span class="at">decimals =</span> <span class="dv">0</span>) <span class="sc">|&gt;</span> </span>
<span id="cb7-30"><a href="#cb7-30" aria-hidden="true" tabindex="-1"></a>  <span class="fu">tab_spanner</span>(<span class="at">columns =</span> <span class="dv">2</span><span class="sc">:</span><span class="dv">3</span>, <span class="at">label =</span> <span class="st">&quot;2005&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb7-31"><a href="#cb7-31" aria-hidden="true" tabindex="-1"></a>  <span class="fu">tab_spanner</span>(<span class="at">columns =</span> <span class="dv">4</span><span class="sc">:</span><span class="dv">5</span>, <span class="at">label =</span> <span class="st">&quot;2016&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb7-32"><a href="#cb7-32" aria-hidden="true" tabindex="-1"></a>  <span class="fu">tab_spanner</span>(<span class="at">columns =</span> <span class="dv">6</span><span class="sc">:</span><span class="dv">7</span>, <span class="at">label =</span> <span class="st">&quot;2019&quot;</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output-display">
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</style>

<table class="gt_table caption-top table table-sm table-striped small" data-quarto-postprocess="true" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
<colgroup>
<col style="width: 14%">
<col style="width: 14%">
<col style="width: 14%">
<col style="width: 14%">
<col style="width: 14%">
<col style="width: 14%">
<col style="width: 14%">
</colgroup>
<thead>
<tr class="gt_col_headings gt_spanner_row header">
<th rowspan="2" id="Rank" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Rank</th>
<th colspan="2" id="2005" class="gt_center gt_columns_top_border gt_column_spanner_outer" data-quarto-table-cell-role="th" scope="colgroup"><div class="gt_column_spanner">
2005
</div></th>
<th colspan="2" id="2016" class="gt_center gt_columns_top_border gt_column_spanner_outer" data-quarto-table-cell-role="th" scope="colgroup"><div class="gt_column_spanner">
2016
</div></th>
<th colspan="2" id="2019" class="gt_center gt_columns_top_border gt_column_spanner_outer" data-quarto-table-cell-role="th" scope="colgroup"><div class="gt_column_spanner">
2019
</div></th>
</tr>
<tr class="gt_col_headings even">
<th id="Country.x" class="gt_col_heading gt_columns_bottom_border gt_left" data-quarto-table-cell-role="th" scope="col">Country</th>
<th id="Netweight.x" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Netweight (kg)</th>
<th id="Country.y" class="gt_col_heading gt_columns_bottom_border gt_left" data-quarto-table-cell-role="th" scope="col">Country</th>
<th id="Netweight.y" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Netweight (kg)</th>
<th id="Country" class="gt_col_heading gt_columns_bottom_border gt_left" data-quarto-table-cell-role="th" scope="col">Country</th>
<th id="Netweight" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Netweight</th>
</tr>
</thead>
<tbody class="gt_table_body">
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">1</td>
<td class="gt_row gt_left" headers="Country.x">Hong Kong</td>
<td class="gt_row gt_right" headers="Netweight.x">3,174,152,921</td>
<td class="gt_row gt_left" headers="Country.y">Hong Kong</td>
<td class="gt_row gt_right" headers="Netweight.y">2,818,818,200</td>
<td class="gt_row gt_left" headers="Country">Germany</td>
<td class="gt_row gt_right" headers="Netweight">1,091,276,658</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">2</td>
<td class="gt_row gt_left" headers="Country.x">USA</td>
<td class="gt_row gt_right" headers="Netweight.x">1,134,219,427</td>
<td class="gt_row gt_left" headers="Country.y">Japan</td>
<td class="gt_row gt_right" headers="Netweight.y">1,526,921,042</td>
<td class="gt_row gt_left" headers="Country">Japan</td>
<td class="gt_row gt_right" headers="Netweight">898,436,122</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">3</td>
<td class="gt_row gt_left" headers="Country.x">Japan</td>
<td class="gt_row gt_right" headers="Netweight.x">1,058,217,226</td>
<td class="gt_row gt_left" headers="Country.y">Germany</td>
<td class="gt_row gt_right" headers="Netweight.y">1,457,150,848</td>
<td class="gt_row gt_left" headers="Country">Netherlands</td>
<td class="gt_row gt_right" headers="Netweight">387,815,845</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">4</td>
<td class="gt_row gt_left" headers="Country.x">Germany</td>
<td class="gt_row gt_right" headers="Netweight.x">590,302,069</td>
<td class="gt_row gt_left" headers="Country.y">United Kingdom</td>
<td class="gt_row gt_right" headers="Netweight.y">805,071,838</td>
<td class="gt_row gt_left" headers="Country">France</td>
<td class="gt_row gt_right" headers="Netweight">385,674,915</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">5</td>
<td class="gt_row gt_left" headers="Country.x">France</td>
<td class="gt_row gt_right" headers="Netweight.x">408,750,900</td>
<td class="gt_row gt_left" headers="Country.y">Netherlands</td>
<td class="gt_row gt_right" headers="Netweight.y">490,247,659</td>
<td class="gt_row gt_left" headers="Country">Belgium</td>
<td class="gt_row gt_right" headers="Netweight">342,015,434</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">6</td>
<td class="gt_row gt_left" headers="Country.x">Netherlands</td>
<td class="gt_row gt_right" headers="Netweight.x">359,581,319</td>
<td class="gt_row gt_left" headers="Country.y">France</td>
<td class="gt_row gt_right" headers="Netweight.y">483,957,226</td>
<td class="gt_row gt_left" headers="Country">Hong Kong</td>
<td class="gt_row gt_right" headers="Netweight">232,344,801</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">7</td>
<td class="gt_row gt_left" headers="Country.x">Belgium</td>
<td class="gt_row gt_right" headers="Netweight.x">342,874,252</td>
<td class="gt_row gt_left" headers="Country.y">Spain</td>
<td class="gt_row gt_right" headers="Netweight.y">318,886,879</td>
<td class="gt_row gt_left" headers="Country">Thailand</td>
<td class="gt_row gt_right" headers="Netweight">224,993,107</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">8</td>
<td class="gt_row gt_left" headers="Country.x">United Kingdom</td>
<td class="gt_row gt_right" headers="Netweight.x">324,535,457</td>
<td class="gt_row gt_left" headers="Country.y">Belgium</td>
<td class="gt_row gt_right" headers="Netweight.y">277,837,402</td>
<td class="gt_row gt_left" headers="Country">Italy</td>
<td class="gt_row gt_right" headers="Netweight">206,108,935</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">9</td>
<td class="gt_row gt_left" headers="Country.x">Mexico</td>
<td class="gt_row gt_right" headers="Netweight.x">301,317,556</td>
<td class="gt_row gt_left" headers="Country.y">Viet Nam</td>
<td class="gt_row gt_right" headers="Netweight.y">276,394,955</td>
<td class="gt_row gt_left" headers="Country">Austria</td>
<td class="gt_row gt_right" headers="Netweight">190,451,386</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">10</td>
<td class="gt_row gt_left" headers="Country.x">Rep. of Korea</td>
<td class="gt_row gt_right" headers="Netweight.x">234,546,166</td>
<td class="gt_row gt_left" headers="Country.y">Canada</td>
<td class="gt_row gt_right" headers="Netweight.y">215,083,108</td>
<td class="gt_row gt_left" headers="Country">Poland</td>
<td class="gt_row gt_right" headers="Netweight">165,924,048</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">11</td>
<td class="gt_row gt_left" headers="Country.x">Canada</td>
<td class="gt_row gt_right" headers="Netweight.x">211,964,868</td>
<td class="gt_row gt_left" headers="Country.y">Rep. of Korea</td>
<td class="gt_row gt_right" headers="Netweight.y">208,825,946</td>
<td class="gt_row gt_left" headers="Country">Canada</td>
<td class="gt_row gt_right" headers="Netweight">142,192,579</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">12</td>
<td class="gt_row gt_left" headers="Country.x">Thailand</td>
<td class="gt_row gt_right" headers="Netweight.x">130,445,325</td>
<td class="gt_row gt_left" headers="Country.y">Indonesia</td>
<td class="gt_row gt_right" headers="Netweight.y">203,586,221</td>
<td class="gt_row gt_left" headers="Country">Slovenia</td>
<td class="gt_row gt_right" headers="Netweight">133,495,682</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">13</td>
<td class="gt_row gt_left" headers="Country.x">Italy</td>
<td class="gt_row gt_right" headers="Netweight.x">110,418,446</td>
<td class="gt_row gt_left" headers="Country.y">Australia</td>
<td class="gt_row gt_right" headers="Netweight.y">199,743,093</td>
<td class="gt_row gt_left" headers="Country">Philippines</td>
<td class="gt_row gt_right" headers="Netweight">133,402,847</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">14</td>
<td class="gt_row gt_left" headers="Country.x">Malaysia</td>
<td class="gt_row gt_right" headers="Netweight.x">104,929,777</td>
<td class="gt_row gt_left" headers="Country.y">Poland</td>
<td class="gt_row gt_right" headers="Netweight.y">192,224,235</td>
<td class="gt_row gt_left" headers="Country">Sweden</td>
<td class="gt_row gt_right" headers="Netweight">90,863,903</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">15</td>
<td class="gt_row gt_left" headers="Country.x">Australia</td>
<td class="gt_row gt_right" headers="Netweight.x">87,845,750</td>
<td class="gt_row gt_left" headers="Country.y">China</td>
<td class="gt_row gt_right" headers="Netweight.y">165,244,175</td>
<td class="gt_row gt_left" headers="Country">Indonesia</td>
<td class="gt_row gt_right" headers="Netweight">73,277,242</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">16</td>
<td class="gt_row gt_left" headers="Country.x">Spain</td>
<td class="gt_row gt_right" headers="Netweight.x">87,435,463</td>
<td class="gt_row gt_left" headers="Country.y">Malaysia</td>
<td class="gt_row gt_right" headers="Netweight.y">163,622,436</td>
<td class="gt_row gt_left" headers="Country">Norway</td>
<td class="gt_row gt_right" headers="Netweight">64,691,806</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">17</td>
<td class="gt_row gt_left" headers="Country.x">Switzerland</td>
<td class="gt_row gt_right" headers="Netweight.x">83,744,131</td>
<td class="gt_row gt_left" headers="Country.y">Austria</td>
<td class="gt_row gt_right" headers="Netweight.y">148,465,164</td>
<td class="gt_row gt_left" headers="Country">Denmark</td>
<td class="gt_row gt_right" headers="Netweight">62,236,577</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">18</td>
<td class="gt_row gt_left" headers="Country.x">Austria</td>
<td class="gt_row gt_right" headers="Netweight.x">81,459,295</td>
<td class="gt_row gt_left" headers="Country.y">Philippines</td>
<td class="gt_row gt_right" headers="Netweight.y">135,719,115</td>
<td class="gt_row gt_left" headers="Country">Viet Nam</td>
<td class="gt_row gt_right" headers="Netweight">55,019,437</td>
</tr>
<tr class="odd">
<td class="gt_row gt_right" headers="Rank">19</td>
<td class="gt_row gt_left" headers="Country.x">Philippines</td>
<td class="gt_row gt_right" headers="Netweight.x">80,037,252</td>
<td class="gt_row gt_left" headers="Country.y">Czechia</td>
<td class="gt_row gt_right" headers="Netweight.y">124,077,540</td>
<td class="gt_row gt_left" headers="Country">China</td>
<td class="gt_row gt_right" headers="Netweight">53,491,439</td>
</tr>
<tr class="even">
<td class="gt_row gt_right" headers="Rank">20</td>
<td class="gt_row gt_left" headers="Country.x">China</td>
<td class="gt_row gt_right" headers="Netweight.x">44,689,004</td>
<td class="gt_row gt_left" headers="Country.y">Slovenia</td>
<td class="gt_row gt_right" headers="Netweight.y">106,931,531</td>
<td class="gt_row gt_left" headers="Country">Greece</td>
<td class="gt_row gt_right" headers="Netweight">52,936,351</td>
</tr>
</tbody>
</table>

</div>
</div>
</div>
</section>
<section id="table-a2" class="level3" data-number="3.3">
<h3 data-number="3.3" class="anchored" data-anchor-id="table-a2"><span class="header-section-number">3.3</span> Table A2</h3>
<p><strong>Descriptive statistics (Ban)</strong></p>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb8"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>ban_df <span class="sc">|&gt;</span> </span>
<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">select</span>(Ban, Net_Import, Net_Export, Trade_Import, Trade_Export,</span>
<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a>         Coastline, Landlocked, Fishery, EPI, Chemical, Manufacture,</span>
<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a>         CO2, MEAs, Liberal_Dem, Region_Ban,</span>
<span id="cb8-5"><a href="#cb8-5" aria-hidden="true" tabindex="-1"></a>         GDP, GDP_Growth, Population, Density, Urban) <span class="sc">|&gt;</span> </span>
<span id="cb8-6"><a href="#cb8-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">Population =</span> <span class="fu">log</span>(Population),</span>
<span id="cb8-7"><a href="#cb8-7" aria-hidden="true" tabindex="-1"></a>         <span class="at">Density    =</span> <span class="fu">log</span>(Density)) <span class="sc">|&gt;</span> </span>
<span id="cb8-8"><a href="#cb8-8" aria-hidden="true" tabindex="-1"></a>  <span class="fu">descr</span>(<span class="at">stats =</span> <span class="fu">c</span>(<span class="st">&quot;mean&quot;</span>, <span class="st">&quot;sd&quot;</span>, <span class="st">&quot;min&quot;</span>, <span class="st">&quot;max&quot;</span>, <span class="st">&quot;n.valid&quot;</span>),</span>
<span id="cb8-9"><a href="#cb8-9" aria-hidden="true" tabindex="-1"></a>        <span class="at">transpose =</span> <span class="cn">TRUE</span>,</span>
<span id="cb8-10"><a href="#cb8-10" aria-hidden="true" tabindex="-1"></a>        <span class="at">order =</span> <span class="st">&quot;p&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb8-11"><a href="#cb8-11" aria-hidden="true" tabindex="-1"></a>  <span class="fu">as.data.frame</span>() <span class="sc">|&gt;</span> </span>
<span id="cb8-12"><a href="#cb8-12" aria-hidden="true" tabindex="-1"></a>  <span class="fu">rownames_to_column</span>(<span class="st">&quot;Variables&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb8-13"><a href="#cb8-13" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">Variables =</span> <span class="fu">recode</span>(Variables,</span>
<span id="cb8-14"><a href="#cb8-14" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Ban&quot;</span> <span class="ot">=</span> <span class="st">&quot;Ban (Outcome)&quot;</span>,</span>
<span id="cb8-15"><a href="#cb8-15" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Net_Import&quot;</span> <span class="ot">=</span> <span class="st">&quot;Import (Netweight)&quot;</span>,</span>
<span id="cb8-16"><a href="#cb8-16" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Net_Export&quot;</span> <span class="ot">=</span> <span class="st">&quot;Export (Netweight)&quot;</span>,</span>
<span id="cb8-17"><a href="#cb8-17" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Trade_Import&quot;</span> <span class="ot">=</span> <span class="st">&quot;Import (Trade Value)&quot;</span>,</span>
<span id="cb8-18"><a href="#cb8-18" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Trade_Export&quot;</span> <span class="ot">=</span> <span class="st">&quot;Export (Trade Value)&quot;</span>,</span>
<span id="cb8-19"><a href="#cb8-19" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;CO2&quot;</span> <span class="ot">=</span> <span class="st">&quot;CO2 emissions per GDP&quot;</span>,</span>
<span id="cb8-20"><a href="#cb8-20" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;EPI&quot;</span> <span class="ot">=</span> <span class="st">&quot;Environmental Performance Index&quot;</span>,</span>
<span id="cb8-21"><a href="#cb8-21" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Liberal_Dem&quot;</span> <span class="ot">=</span> <span class="st">&quot;Liberal Democracy Index&quot;</span>,</span>
<span id="cb8-22"><a href="#cb8-22" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Region_BF&quot;</span> <span class="ot">=</span> <span class="st">&quot;Prop. of countries with Ban in a region&quot;</span>,</span>
<span id="cb8-23"><a href="#cb8-23" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;GDP&quot;</span> <span class="ot">=</span> <span class="st">&quot;GDP per capita&quot;</span>,</span>
<span id="cb8-24"><a href="#cb8-24" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;GDP_Growth&quot;</span> <span class="ot">=</span> <span class="st">&quot;GDP per capita (Growth)&quot;</span>,</span>
<span id="cb8-25"><a href="#cb8-25" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Population&quot;</span> <span class="ot">=</span> <span class="st">&quot;Population (logged)&quot;</span>,</span>
<span id="cb8-26"><a href="#cb8-26" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Density&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Population Density (logged)&quot;</span>,</span>
<span id="cb8-27"><a href="#cb8-27" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Urban&quot;</span> <span class="ot">=</span> <span class="st">&quot;Urban Ratio&quot;</span>)) <span class="sc">|&gt;</span> </span>
<span id="cb8-28"><a href="#cb8-28" aria-hidden="true" tabindex="-1"></a>  <span class="fu">gt</span>() <span class="sc">|&gt;</span> </span>
<span id="cb8-29"><a href="#cb8-29" aria-hidden="true" tabindex="-1"></a>  <span class="fu">fmt_number</span>(<span class="at">columns =</span> Mean<span class="sc">:</span>Max, <span class="at">decimals =</span> <span class="dv">3</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<table class="gt_table caption-top table table-sm table-striped small" data-quarto-postprocess="true" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
<thead>
<tr class="gt_col_headings header">
<th id="Variables" class="gt_col_heading gt_columns_bottom_border gt_left" data-quarto-table-cell-role="th" scope="col">Variables</th>
<th id="Mean" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Mean</th>
<th id="Std.Dev" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Std.Dev</th>
<th id="Min" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Min</th>
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</tr>
</thead>
<tbody class="gt_table_body">
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Ban (Outcome)</td>
<td class="gt_row gt_right" headers="Mean">0.017</td>
<td class="gt_row gt_right" headers="Std.Dev">0.128</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">1.000</td>
<td class="gt_row gt_right" headers="N.Valid">5065</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Import (Netweight)</td>
<td class="gt_row gt_right" headers="Mean">0.349</td>
<td class="gt_row gt_right" headers="Std.Dev">2.536</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">70.746</td>
<td class="gt_row gt_right" headers="N.Valid">3318</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Export (Netweight)</td>
<td class="gt_row gt_right" headers="Mean">0.569</td>
<td class="gt_row gt_right" headers="Std.Dev">2.024</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">24.147</td>
<td class="gt_row gt_right" headers="N.Valid">2890</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Import (Trade Value)</td>
<td class="gt_row gt_right" headers="Mean">0.146</td>
<td class="gt_row gt_right" headers="Std.Dev">1.143</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">43.165</td>
<td class="gt_row gt_right" headers="N.Valid">3413</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Export (Trade Value)</td>
<td class="gt_row gt_right" headers="Mean">0.255</td>
<td class="gt_row gt_right" headers="Std.Dev">0.902</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">10.537</td>
<td class="gt_row gt_right" headers="N.Valid">2943</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Coastline</td>
<td class="gt_row gt_right" headers="Mean">3.886</td>
<td class="gt_row gt_right" headers="Std.Dev">16.372</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">202.080</td>
<td class="gt_row gt_right" headers="N.Valid">5016</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Landlocked</td>
<td class="gt_row gt_right" headers="Mean">0.204</td>
<td class="gt_row gt_right" headers="Std.Dev">0.403</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">1.000</td>
<td class="gt_row gt_right" headers="N.Valid">5065</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Fishery</td>
<td class="gt_row gt_right" headers="Mean">0.005</td>
<td class="gt_row gt_right" headers="Std.Dev">0.037</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">0.755</td>
<td class="gt_row gt_right" headers="N.Valid">4284</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Environmental Performance Index</td>
<td class="gt_row gt_right" headers="Mean">38.212</td>
<td class="gt_row gt_right" headers="Std.Dev">36.095</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">100.000</td>
<td class="gt_row gt_right" headers="N.Valid">4415</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Chemical</td>
<td class="gt_row gt_right" headers="Mean">10.269</td>
<td class="gt_row gt_right" headers="Std.Dev">7.616</td>
<td class="gt_row gt_right" headers="Min">−21.081</td>
<td class="gt_row gt_right" headers="Max">66.073</td>
<td class="gt_row gt_right" headers="N.Valid">2414</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Manufacture</td>
<td class="gt_row gt_right" headers="Mean">12.747</td>
<td class="gt_row gt_right" headers="Std.Dev">6.653</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">50.037</td>
<td class="gt_row gt_right" headers="N.Valid">4244</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">CO2 emissions per GDP</td>
<td class="gt_row gt_right" headers="Mean">0.305</td>
<td class="gt_row gt_right" headers="Std.Dev">0.542</td>
<td class="gt_row gt_right" headers="Min">0.017</td>
<td class="gt_row gt_right" headers="Max">12.476</td>
<td class="gt_row gt_right" headers="N.Valid">4572</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">MEAs</td>
<td class="gt_row gt_right" headers="Mean">235.056</td>
<td class="gt_row gt_right" headers="Std.Dev">124.845</td>
<td class="gt_row gt_right" headers="Min">3.000</td>
<td class="gt_row gt_right" headers="Max">730.000</td>
<td class="gt_row gt_right" headers="N.Valid">5065</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Liberal Democracy Index</td>
<td class="gt_row gt_right" headers="Mean">0.412</td>
<td class="gt_row gt_right" headers="Std.Dev">0.273</td>
<td class="gt_row gt_right" headers="Min">0.006</td>
<td class="gt_row gt_right" headers="Max">0.892</td>
<td class="gt_row gt_right" headers="N.Valid">4445</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Region_Ban</td>
<td class="gt_row gt_right" headers="Mean">0.058</td>
<td class="gt_row gt_right" headers="Std.Dev">0.118</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">0.755</td>
<td class="gt_row gt_right" headers="N.Valid">5065</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">GDP per capita</td>
<td class="gt_row gt_right" headers="Mean">1.139</td>
<td class="gt_row gt_right" headers="Std.Dev">2.010</td>
<td class="gt_row gt_right" headers="Min">0.001</td>
<td class="gt_row gt_right" headers="Max">18.943</td>
<td class="gt_row gt_right" headers="N.Valid">4783</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">GDP per capita (Growth)</td>
<td class="gt_row gt_right" headers="Mean">3.615</td>
<td class="gt_row gt_right" headers="Std.Dev">6.255</td>
<td class="gt_row gt_right" headers="Min">−62.076</td>
<td class="gt_row gt_right" headers="Max">149.973</td>
<td class="gt_row gt_right" headers="N.Valid">4777</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Population (logged)</td>
<td class="gt_row gt_right" headers="Mean">15.367</td>
<td class="gt_row gt_right" headers="Std.Dev">2.199</td>
<td class="gt_row gt_right" headers="Min">9.117</td>
<td class="gt_row gt_right" headers="Max">21.004</td>
<td class="gt_row gt_right" headers="N.Valid">5035</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Population Density (logged)</td>
<td class="gt_row gt_right" headers="Mean">4.186</td>
<td class="gt_row gt_right" headers="Std.Dev">1.433</td>
<td class="gt_row gt_right" headers="Min">0.367</td>
<td class="gt_row gt_right" headers="Max">9.841</td>
<td class="gt_row gt_right" headers="N.Valid">5008</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Urban Ratio</td>
<td class="gt_row gt_right" headers="Mean">55.631</td>
<td class="gt_row gt_right" headers="Std.Dev">23.375</td>
<td class="gt_row gt_right" headers="Min">6.288</td>
<td class="gt_row gt_right" headers="Max">100.000</td>
<td class="gt_row gt_right" headers="N.Valid">5038</td>
</tr>
</tbody>
</table>

</div>
</div>
</div>
<p><strong>Descriptive statistics (Fee)</strong></p>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb9"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>fee_df <span class="sc">|&gt;</span> </span>
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">select</span>(Fee, Net_Import, Net_Export, Trade_Import, Trade_Export,</span>
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a>         Coastline, Landlocked, Fishery, EPI, Chemical, Manufacture,</span>
<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a>         CO2, MEAs, Liberal_Dem, Region_Fee,</span>
<span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a>         GDP, GDP_Growth, Population, Density, Urban) <span class="sc">|&gt;</span> </span>
<span id="cb9-6"><a href="#cb9-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">Population =</span> <span class="fu">log</span>(Population),</span>
<span id="cb9-7"><a href="#cb9-7" aria-hidden="true" tabindex="-1"></a>         <span class="at">Density    =</span> <span class="fu">log</span>(Density)) <span class="sc">|&gt;</span> </span>
<span id="cb9-8"><a href="#cb9-8" aria-hidden="true" tabindex="-1"></a>  <span class="fu">descr</span>(<span class="at">stats =</span> <span class="fu">c</span>(<span class="st">&quot;mean&quot;</span>, <span class="st">&quot;sd&quot;</span>, <span class="st">&quot;min&quot;</span>, <span class="st">&quot;max&quot;</span>, <span class="st">&quot;n.valid&quot;</span>),</span>
<span id="cb9-9"><a href="#cb9-9" aria-hidden="true" tabindex="-1"></a>        <span class="at">transpose =</span> <span class="cn">TRUE</span>,</span>
<span id="cb9-10"><a href="#cb9-10" aria-hidden="true" tabindex="-1"></a>        <span class="at">order =</span> <span class="st">&quot;p&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb9-11"><a href="#cb9-11" aria-hidden="true" tabindex="-1"></a>  <span class="fu">as.data.frame</span>() <span class="sc">|&gt;</span> </span>
<span id="cb9-12"><a href="#cb9-12" aria-hidden="true" tabindex="-1"></a>  <span class="fu">rownames_to_column</span>(<span class="st">&quot;Variables&quot;</span>) <span class="sc">|&gt;</span> </span>
<span id="cb9-13"><a href="#cb9-13" aria-hidden="true" tabindex="-1"></a>  <span class="fu">mutate</span>(<span class="at">Variables =</span> <span class="fu">recode</span>(Variables,</span>
<span id="cb9-14"><a href="#cb9-14" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Fee&quot;</span> <span class="ot">=</span> <span class="st">&quot;Fee (Outcome)&quot;</span>,</span>
<span id="cb9-15"><a href="#cb9-15" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Net_Import&quot;</span> <span class="ot">=</span> <span class="st">&quot;Import (Netweight)&quot;</span>,</span>
<span id="cb9-16"><a href="#cb9-16" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Net_Export&quot;</span> <span class="ot">=</span> <span class="st">&quot;Export (Netweight)&quot;</span>,</span>
<span id="cb9-17"><a href="#cb9-17" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Trade_Import&quot;</span> <span class="ot">=</span> <span class="st">&quot;Import (Trade Value)&quot;</span>,</span>
<span id="cb9-18"><a href="#cb9-18" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Trade_Export&quot;</span> <span class="ot">=</span> <span class="st">&quot;Export (Trade Value)&quot;</span>,</span>
<span id="cb9-19"><a href="#cb9-19" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;CO2&quot;</span> <span class="ot">=</span> <span class="st">&quot;CO2 emissions per GDP&quot;</span>,</span>
<span id="cb9-20"><a href="#cb9-20" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;EPI&quot;</span> <span class="ot">=</span> <span class="st">&quot;Environmental Performance Index&quot;</span>,</span>
<span id="cb9-21"><a href="#cb9-21" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Liberal_Dem&quot;</span> <span class="ot">=</span> <span class="st">&quot;Liberal Democracy Index&quot;</span>,</span>
<span id="cb9-22"><a href="#cb9-22" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Region_Fee&quot;</span> <span class="ot">=</span> <span class="st">&quot;Prop. of countries with Fee in a region&quot;</span>,</span>
<span id="cb9-23"><a href="#cb9-23" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;GDP&quot;</span> <span class="ot">=</span> <span class="st">&quot;GDP per capita&quot;</span>,</span>
<span id="cb9-24"><a href="#cb9-24" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;GDP_Growth&quot;</span> <span class="ot">=</span> <span class="st">&quot;GDP per capita (Growth)&quot;</span>,</span>
<span id="cb9-25"><a href="#cb9-25" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Population&quot;</span> <span class="ot">=</span> <span class="st">&quot;Population (logged)&quot;</span>,</span>
<span id="cb9-26"><a href="#cb9-26" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Density&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Population Density (logged)&quot;</span>,</span>
<span id="cb9-27"><a href="#cb9-27" aria-hidden="true" tabindex="-1"></a>                            <span class="st">&quot;Urban&quot;</span> <span class="ot">=</span> <span class="st">&quot;Urban Ratio&quot;</span>)) <span class="sc">|&gt;</span> </span>
<span id="cb9-28"><a href="#cb9-28" aria-hidden="true" tabindex="-1"></a>  <span class="fu">gt</span>() <span class="sc">|&gt;</span> </span>
<span id="cb9-29"><a href="#cb9-29" aria-hidden="true" tabindex="-1"></a>  <span class="fu">fmt_number</span>(<span class="at">columns =</span> Mean<span class="sc">:</span>Max, <span class="at">decimals =</span> <span class="dv">3</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<table class="gt_table caption-top table table-sm table-striped small" data-quarto-postprocess="true" data-quarto-disable-processing="false" data-quarto-bootstrap="false">
<thead>
<tr class="gt_col_headings header">
<th id="Variables" class="gt_col_heading gt_columns_bottom_border gt_left" data-quarto-table-cell-role="th" scope="col">Variables</th>
<th id="Mean" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Mean</th>
<th id="Std.Dev" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Std.Dev</th>
<th id="Min" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Min</th>
<th id="Max" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">Max</th>
<th id="N.Valid" class="gt_col_heading gt_columns_bottom_border gt_right" data-quarto-table-cell-role="th" scope="col">N.Valid</th>
</tr>
</thead>
<tbody class="gt_table_body">
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Fee (Outcome)</td>
<td class="gt_row gt_right" headers="Mean">0.007</td>
<td class="gt_row gt_right" headers="Std.Dev">0.085</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">1.000</td>
<td class="gt_row gt_right" headers="N.Valid">5192</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Import (Netweight)</td>
<td class="gt_row gt_right" headers="Mean">0.315</td>
<td class="gt_row gt_right" headers="Std.Dev">2.506</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">70.746</td>
<td class="gt_row gt_right" headers="N.Valid">3365</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Export (Netweight)</td>
<td class="gt_row gt_right" headers="Mean">0.522</td>
<td class="gt_row gt_right" headers="Std.Dev">1.965</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">24.147</td>
<td class="gt_row gt_right" headers="N.Valid">2942</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Import (Trade Value)</td>
<td class="gt_row gt_right" headers="Mean">0.132</td>
<td class="gt_row gt_right" headers="Std.Dev">1.132</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">43.165</td>
<td class="gt_row gt_right" headers="N.Valid">3455</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Export (Trade Value)</td>
<td class="gt_row gt_right" headers="Mean">0.236</td>
<td class="gt_row gt_right" headers="Std.Dev">0.884</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">10.537</td>
<td class="gt_row gt_right" headers="N.Valid">2980</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Coastline</td>
<td class="gt_row gt_right" headers="Mean">3.777</td>
<td class="gt_row gt_right" headers="Std.Dev">16.161</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">202.080</td>
<td class="gt_row gt_right" headers="N.Valid">5152</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Landlocked</td>
<td class="gt_row gt_right" headers="Mean">0.215</td>
<td class="gt_row gt_right" headers="Std.Dev">0.411</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">1.000</td>
<td class="gt_row gt_right" headers="N.Valid">5192</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Fishery</td>
<td class="gt_row gt_right" headers="Mean">0.005</td>
<td class="gt_row gt_right" headers="Std.Dev">0.037</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">0.755</td>
<td class="gt_row gt_right" headers="N.Valid">4395</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Environmental Performance Index</td>
<td class="gt_row gt_right" headers="Mean">35.580</td>
<td class="gt_row gt_right" headers="Std.Dev">35.512</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">100.000</td>
<td class="gt_row gt_right" headers="N.Valid">4542</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Chemical</td>
<td class="gt_row gt_right" headers="Mean">10.025</td>
<td class="gt_row gt_right" headers="Std.Dev">7.216</td>
<td class="gt_row gt_right" headers="Min">−21.081</td>
<td class="gt_row gt_right" headers="Max">66.073</td>
<td class="gt_row gt_right" headers="N.Valid">2382</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Manufacture</td>
<td class="gt_row gt_right" headers="Mean">12.581</td>
<td class="gt_row gt_right" headers="Std.Dev">6.640</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">50.037</td>
<td class="gt_row gt_right" headers="N.Valid">4365</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">CO2 emissions per GDP</td>
<td class="gt_row gt_right" headers="Mean">0.302</td>
<td class="gt_row gt_right" headers="Std.Dev">0.543</td>
<td class="gt_row gt_right" headers="Min">0.017</td>
<td class="gt_row gt_right" headers="Max">12.476</td>
<td class="gt_row gt_right" headers="N.Valid">4685</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">MEAs</td>
<td class="gt_row gt_right" headers="Mean">231.041</td>
<td class="gt_row gt_right" headers="Std.Dev">119.070</td>
<td class="gt_row gt_right" headers="Min">3.000</td>
<td class="gt_row gt_right" headers="Max">752.000</td>
<td class="gt_row gt_right" headers="N.Valid">5192</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Liberal Democracy Index</td>
<td class="gt_row gt_right" headers="Mean">0.395</td>
<td class="gt_row gt_right" headers="Std.Dev">0.268</td>
<td class="gt_row gt_right" headers="Min">0.005</td>
<td class="gt_row gt_right" headers="Max">0.889</td>
<td class="gt_row gt_right" headers="N.Valid">4558</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Prop. of countries with Fee in a region</td>
<td class="gt_row gt_right" headers="Mean">0.041</td>
<td class="gt_row gt_right" headers="Std.Dev">0.072</td>
<td class="gt_row gt_right" headers="Min">0.000</td>
<td class="gt_row gt_right" headers="Max">0.500</td>
<td class="gt_row gt_right" headers="N.Valid">5192</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">GDP per capita</td>
<td class="gt_row gt_right" headers="Mean">1.057</td>
<td class="gt_row gt_right" headers="Std.Dev">1.992</td>
<td class="gt_row gt_right" headers="Min">0.001</td>
<td class="gt_row gt_right" headers="Max">19.051</td>
<td class="gt_row gt_right" headers="N.Valid">4913</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">GDP per capita (Growth)</td>
<td class="gt_row gt_right" headers="Mean">3.679</td>
<td class="gt_row gt_right" headers="Std.Dev">6.202</td>
<td class="gt_row gt_right" headers="Min">−62.076</td>
<td class="gt_row gt_right" headers="Max">149.973</td>
<td class="gt_row gt_right" headers="N.Valid">4907</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Population (logged)</td>
<td class="gt_row gt_right" headers="Mean">15.408</td>
<td class="gt_row gt_right" headers="Std.Dev">2.221</td>
<td class="gt_row gt_right" headers="Min">9.117</td>
<td class="gt_row gt_right" headers="Max">21.035</td>
<td class="gt_row gt_right" headers="N.Valid">5169</td>
</tr>
<tr class="odd">
<td class="gt_row gt_left" headers="Variables">Population Density (logged)</td>
<td class="gt_row gt_right" headers="Mean">4.177</td>
<td class="gt_row gt_right" headers="Std.Dev">1.445</td>
<td class="gt_row gt_right" headers="Min">0.367</td>
<td class="gt_row gt_right" headers="Max">9.864</td>
<td class="gt_row gt_right" headers="N.Valid">5150</td>
</tr>
<tr class="even">
<td class="gt_row gt_left" headers="Variables">Urban Ratio</td>
<td class="gt_row gt_right" headers="Mean">54.412</td>
<td class="gt_row gt_right" headers="Std.Dev">23.424</td>
<td class="gt_row gt_right" headers="Min">6.288</td>
<td class="gt_row gt_right" headers="Max">100.000</td>
<td class="gt_row gt_right" headers="N.Valid">5172</td>
</tr>
</tbody>
</table>

</div>
</div>
</div>
</section>
<section id="table-a3" class="level3" data-number="3.4">
<h3 data-number="3.4" class="anchored" data-anchor-id="table-a3"><span class="header-section-number">3.4</span> Table A3</h3>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb10"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a>fit3 <span class="ot">&lt;-</span> ban_df <span class="sc">|&gt;</span> </span>
<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Ban) <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export,</span>
<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span>
<span id="cb10-4"><a href="#cb10-4" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb10-5"><a href="#cb10-5" aria-hidden="true" tabindex="-1"></a>fit4 <span class="ot">&lt;-</span> fee_df <span class="sc">|&gt;</span> </span>
<span id="cb10-6"><a href="#cb10-6" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Fee) <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export, </span>
<span id="cb10-7"><a href="#cb10-7" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb11"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">modelsummary</span>(<span class="fu">list</span>(<span class="st">&quot;Ban&quot;</span> <span class="ot">=</span> fit3, <span class="st">&quot;Fee&quot;</span> <span class="ot">=</span> fit4),</span>
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a>             <span class="at">estimate  =</span> <span class="st">&quot;{estimate} ({robust.se}){stars}&quot;</span>,</span>
<span id="cb11-3"><a href="#cb11-3" aria-hidden="true" tabindex="-1"></a>             <span class="at">statistic =</span> <span class="cn">NULL</span>,</span>
<span id="cb11-4"><a href="#cb11-4" aria-hidden="true" tabindex="-1"></a>             <span class="at">coef_rename =</span> <span class="fu">c</span>(<span class="st">&quot;Net_Import&quot;</span> <span class="ot">=</span> <span class="st">&quot;Import (Netweight)&quot;</span>, </span>
<span id="cb11-5"><a href="#cb11-5" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Net_Export&quot;</span> <span class="ot">=</span> <span class="st">&quot;Export (Netweight)&quot;</span>),</span>
<span id="cb11-6"><a href="#cb11-6" aria-hidden="true" tabindex="-1"></a>             <span class="at">fmt =</span> <span class="fu">fmt_statistic</span>(<span class="st">&quot;aic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;bic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;rmse&quot;</span> <span class="ot">=</span> <span class="dv">3</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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        <thead>
        
              <tr>
                <th scope="col"> </th>
                <th scope="col">Ban</th>
                <th scope="col">Fee</th>
              </tr>
        </thead>
        
        <tbody>
                <tr>
                  <td>Import (Netweight)</td>
                  <td>0.053 (0.008)***</td>
                  <td>0.061 (0.010)***</td>
                </tr>
                <tr>
                  <td>Export (Netweight)</td>
                  <td>-0.575 (0.503)  </td>
                  <td>0.053 (0.052)   </td>
                </tr>
                <tr>
                  <td>Num.Obs.          </td>
                  <td>2726            </td>
                  <td>2768            </td>
                </tr>
                <tr>
                  <td>AIC               </td>
                  <td>468.682         </td>
                  <td>292.819         </td>
                </tr>
                <tr>
                  <td>BIC               </td>
                  <td>480.503         </td>
                  <td>304.671         </td>
                </tr>
                <tr>
                  <td>RMSE              </td>
                  <td>0.137           </td>
                  <td>0.107           </td>
                </tr>
        </tbody>
      </table>
    </div>
<!-- hack to avoid NA insertion in last line -->
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</div>
</section>
<section id="table-a4" class="level3" data-number="3.5">
<h3 data-number="3.5" class="anchored" data-anchor-id="table-a4"><span class="header-section-number">3.5</span> Table A4</h3>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb12"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a>fit5 <span class="ot">&lt;-</span> bf_df <span class="sc">|&gt;</span> </span>
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Ban_or_Fee) <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb12-3"><a href="#cb12-3" aria-hidden="true" tabindex="-1"></a>          Region_BF <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb12-4"><a href="#cb12-4" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb12-5"><a href="#cb12-5" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb12-6"><a href="#cb12-6" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb13"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="fu">modelsummary</span>(<span class="fu">list</span>(<span class="st">&quot;Ban or Fee&quot;</span> <span class="ot">=</span> fit5),</span>
<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a>             <span class="at">estimate =</span> <span class="st">&quot;{estimate} ({robust.se}){stars}&quot;</span>,</span>
<span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a>             <span class="at">statistic =</span> <span class="cn">NULL</span>,</span>
<span id="cb13-4"><a href="#cb13-4" aria-hidden="true" tabindex="-1"></a>             <span class="at">coef_rename =</span> <span class="fu">c</span>(<span class="st">&quot;Net_Import&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Import (Netweight)&quot;</span>, </span>
<span id="cb13-5"><a href="#cb13-5" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Net_Export&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Export (Netweight)&quot;</span>,</span>
<span id="cb13-6"><a href="#cb13-6" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_BF&quot;</span>       <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb13-7"><a href="#cb13-7" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Liberal_Dem&quot;</span>     <span class="ot">=</span> <span class="st">&quot;Liberal Democracy Index&quot;</span>, </span>
<span id="cb13-8"><a href="#cb13-8" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;CO2&quot;</span>             <span class="ot">=</span> <span class="st">&quot;CO2 emissions per GDP&quot;</span>, </span>
<span id="cb13-9"><a href="#cb13-9" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;EPI&quot;</span>             <span class="ot">=</span> <span class="st">&quot;Environmental Performance Index&quot;</span>, </span>
<span id="cb13-10"><a href="#cb13-10" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Cum_MEA&quot;</span>         <span class="ot">=</span> <span class="st">&quot;MEAs&quot;</span>, </span>
<span id="cb13-11"><a href="#cb13-11" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP&quot;</span>             <span class="ot">=</span> <span class="st">&quot;GDP per capita&quot;</span>, </span>
<span id="cb13-12"><a href="#cb13-12" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;I(GDP^2)&quot;</span>        <span class="ot">=</span> <span class="st">&quot;GDP per capita (polynomial)&quot;</span>,</span>
<span id="cb13-13"><a href="#cb13-13" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP_Growth&quot;</span>      <span class="ot">=</span> <span class="st">&quot;GDP per capita (Growth)&quot;</span>,</span>
<span id="cb13-14"><a href="#cb13-14" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Population)&quot;</span> <span class="ot">=</span> <span class="st">&quot;Population (logged)&quot;</span>, </span>
<span id="cb13-15"><a href="#cb13-15" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Density)&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Population Density (logged)&quot;</span>, </span>
<span id="cb13-16"><a href="#cb13-16" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Urban&quot;</span>           <span class="ot">=</span> <span class="st">&quot;Urban Ratio&quot;</span>),</span>
<span id="cb13-17"><a href="#cb13-17" aria-hidden="true" tabindex="-1"></a>             <span class="at">fmt =</span> <span class="fu">fmt_statistic</span>(<span class="st">&quot;aic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;bic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;rmse&quot;</span> <span class="ot">=</span> <span class="dv">3</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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        <thead>
        
              <tr>
                <th scope="col"> </th>
                <th scope="col">Ban or Fee</th>
              </tr>
        </thead>
        
        <tbody>
                <tr>
                  <td>Import (Netweight)             </td>
                  <td>0.076 (0.026)** </td>
                </tr>
                <tr>
                  <td>Export (Netweight)             </td>
                  <td>0.003 (0.075)   </td>
                </tr>
                <tr>
                  <td>Region                         </td>
                  <td>3.847 (1.696)*  </td>
                </tr>
                <tr>
                  <td>Coastline                      </td>
                  <td>-0.060 (0.023)**</td>
                </tr>
                <tr>
                  <td>Fishery                        </td>
                  <td>-3.300 (22.314) </td>
                </tr>
                <tr>
                  <td>Environmental Performance Index</td>
                  <td>-0.001 (0.009)  </td>
                </tr>
                <tr>
                  <td>Chemical                       </td>
                  <td>0.089 (0.028)** </td>
                </tr>
                <tr>
                  <td>Liberal Democracy Index        </td>
                  <td>1.720 (1.100)   </td>
                </tr>
                <tr>
                  <td>CO2 emissions per GDP          </td>
                  <td>-2.483 (2.475)  </td>
                </tr>
                <tr>
                  <td>MEAs                           </td>
                  <td>0.002 (0.003)   </td>
                </tr>
                <tr>
                  <td>GDP per capita                 </td>
                  <td>0.854 (0.675)   </td>
                </tr>
                <tr>
                  <td>GDP per capita (polynomial)    </td>
                  <td>-0.208 (0.110)+ </td>
                </tr>
                <tr>
                  <td>GDP per capita (Growth)        </td>
                  <td>-0.012 (0.101)  </td>
                </tr>
                <tr>
                  <td>Population (logged)            </td>
                  <td>0.206 (0.149)   </td>
                </tr>
                <tr>
                  <td>Population Density (logged)    </td>
                  <td>-0.122 (0.180)  </td>
                </tr>
                <tr>
                  <td>Urban Ratio                    </td>
                  <td>-0.029 (0.014)* </td>
                </tr>
                <tr>
                  <td>Num.Obs.                       </td>
                  <td>1455            </td>
                </tr>
                <tr>
                  <td>AIC                            </td>
                  <td>260.996         </td>
                </tr>
                <tr>
                  <td>BIC                            </td>
                  <td>345.520         </td>
                </tr>
                <tr>
                  <td>RMSE                           </td>
                  <td>0.147           </td>
                </tr>
        </tbody>
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    </div>
<!-- hack to avoid NA insertion in last line -->
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</div>
</section>
<section id="table-a5" class="level3" data-number="3.6">
<h3 data-number="3.6" class="anchored" data-anchor-id="table-a5"><span class="header-section-number">3.6</span> Table A5</h3>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb14"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a>fit6 <span class="ot">&lt;-</span> ban_df <span class="sc">|&gt;</span> </span>
<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Ban) <span class="sc">~</span> Trade_Import <span class="sc">+</span> Trade_Export <span class="sc">+</span></span>
<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a>          Region_Ban <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb14-5"><a href="#cb14-5" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb14-6"><a href="#cb14-6" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span>
<span id="cb14-7"><a href="#cb14-7" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb14-8"><a href="#cb14-8" aria-hidden="true" tabindex="-1"></a>fit7 <span class="ot">&lt;-</span> fee_df <span class="sc">|&gt;</span> </span>
<span id="cb14-9"><a href="#cb14-9" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Fee) <span class="sc">~</span> Trade_Import <span class="sc">+</span> Trade_Export <span class="sc">+</span></span>
<span id="cb14-10"><a href="#cb14-10" aria-hidden="true" tabindex="-1"></a>          Region_Fee <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb14-11"><a href="#cb14-11" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb14-12"><a href="#cb14-12" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb14-13"><a href="#cb14-13" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span>
<span id="cb14-14"><a href="#cb14-14" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb14-15"><a href="#cb14-15" aria-hidden="true" tabindex="-1"></a>fit8 <span class="ot">&lt;-</span> bf_df <span class="sc">|&gt;</span> </span>
<span id="cb14-16"><a href="#cb14-16" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Ban_or_Fee) <span class="sc">~</span> Trade_Import <span class="sc">+</span> Trade_Export <span class="sc">+</span></span>
<span id="cb14-17"><a href="#cb14-17" aria-hidden="true" tabindex="-1"></a>          Region_BF <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb14-18"><a href="#cb14-18" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb14-19"><a href="#cb14-19" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb14-20"><a href="#cb14-20" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb15"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="fu">modelsummary</span>(<span class="fu">list</span>(<span class="st">&quot;Ban&quot;</span>        <span class="ot">=</span> fit6,</span>
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Fee&quot;</span>        <span class="ot">=</span> fit7,</span>
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Ban or Fee&quot;</span> <span class="ot">=</span> fit8),</span>
<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a>             <span class="at">estimate =</span> <span class="st">&quot;{estimate} ({robust.se}){stars}&quot;</span>,</span>
<span id="cb15-5"><a href="#cb15-5" aria-hidden="true" tabindex="-1"></a>             <span class="at">statistic =</span> <span class="cn">NULL</span>,</span>
<span id="cb15-6"><a href="#cb15-6" aria-hidden="true" tabindex="-1"></a>             <span class="at">coef_rename =</span> <span class="fu">c</span>(<span class="st">&quot;Trade_Import&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Import (Trade Value)&quot;</span>, </span>
<span id="cb15-7"><a href="#cb15-7" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Trade_Export&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Export (Trade Value)&quot;</span>,</span>
<span id="cb15-8"><a href="#cb15-8" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_BF&quot;</span>       <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb15-9"><a href="#cb15-9" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Ban&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb15-10"><a href="#cb15-10" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Fee&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb15-11"><a href="#cb15-11" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Liberal_Dem&quot;</span>     <span class="ot">=</span> <span class="st">&quot;Liberal Democracy Index&quot;</span>, </span>
<span id="cb15-12"><a href="#cb15-12" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;CO2&quot;</span>             <span class="ot">=</span> <span class="st">&quot;CO2 emissions per GDP&quot;</span>, </span>
<span id="cb15-13"><a href="#cb15-13" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;EPI&quot;</span>             <span class="ot">=</span> <span class="st">&quot;Environmental Performance Index&quot;</span>, </span>
<span id="cb15-14"><a href="#cb15-14" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Cum_MEA&quot;</span>         <span class="ot">=</span> <span class="st">&quot;MEAs&quot;</span>, </span>
<span id="cb15-15"><a href="#cb15-15" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP&quot;</span>             <span class="ot">=</span> <span class="st">&quot;GDP per capita&quot;</span>, </span>
<span id="cb15-16"><a href="#cb15-16" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;I(GDP^2)&quot;</span>        <span class="ot">=</span> <span class="st">&quot;GDP per capita (polynomial)&quot;</span>,</span>
<span id="cb15-17"><a href="#cb15-17" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP_Growth&quot;</span>      <span class="ot">=</span> <span class="st">&quot;GDP per capita (Growth)&quot;</span>,</span>
<span id="cb15-18"><a href="#cb15-18" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Population)&quot;</span> <span class="ot">=</span> <span class="st">&quot;Population (logged)&quot;</span>, </span>
<span id="cb15-19"><a href="#cb15-19" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Density)&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Population Density (logged)&quot;</span>, </span>
<span id="cb15-20"><a href="#cb15-20" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Urban&quot;</span>           <span class="ot">=</span> <span class="st">&quot;Urban Ratio&quot;</span>),</span>
<span id="cb15-21"><a href="#cb15-21" aria-hidden="true" tabindex="-1"></a>             <span class="at">fmt =</span> <span class="fu">fmt_statistic</span>(<span class="st">&quot;aic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;bic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;rmse&quot;</span> <span class="ot">=</span> <span class="dv">3</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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        <thead>
        
              <tr>
                <th scope="col"> </th>
                <th scope="col">Ban</th>
                <th scope="col">Fee</th>
                <th scope="col">Ban or Fee</th>
              </tr>
        </thead>
        
        <tbody>
                <tr>
                  <td>Import (Trade Value)           </td>
                  <td>0.092 (0.036)* </td>
                  <td>0.175 (0.073)*</td>
                  <td>0.126 (0.040)** </td>
                </tr>
                <tr>
                  <td>Export (Trade Value)           </td>
                  <td>-4.667 (2.565)+</td>
                  <td>0.199 (0.149) </td>
                  <td>0.080 (0.123)   </td>
                </tr>
                <tr>
                  <td>Region                         </td>
                  <td>5.558 (2.080)**</td>
                  <td>3.416 (2.856) </td>
                  <td>4.367 (1.643)** </td>
                </tr>
                <tr>
                  <td>Coastline                      </td>
                  <td>-0.042 (0.031) </td>
                  <td>-0.070 (0.042)</td>
                  <td>-0.078 (0.026)**</td>
                </tr>
                <tr>
                  <td>Fishery                        </td>
                  <td>6.733 (22.986) </td>
                  <td>7.422 (54.601)</td>
                  <td>26.517 (15.345)+</td>
                </tr>
                <tr>
                  <td>Environmental Performance Index</td>
                  <td>0.007 (0.013)  </td>
                  <td>0.010 (0.010) </td>
                  <td>-0.001 (0.008)  </td>
                </tr>
                <tr>
                  <td>Chemical                       </td>
                  <td>0.066 (0.043)  </td>
                  <td>0.076 (0.044)+</td>
                  <td>0.078 (0.029)** </td>
                </tr>
                <tr>
                  <td>Liberal Democracy Index        </td>
                  <td>2.626 (1.786)  </td>
                  <td>1.753 (1.617) </td>
                  <td>1.658 (1.039)   </td>
                </tr>
                <tr>
                  <td>CO2 emissions per GDP          </td>
                  <td>-1.210 (2.685) </td>
                  <td>-0.984 (3.183)</td>
                  <td>-2.568 (2.428)  </td>
                </tr>
                <tr>
                  <td>MEAs                           </td>
                  <td>-0.008 (0.004)+</td>
                  <td>0.007 (0.003)*</td>
                  <td>0.002 (0.003)   </td>
                </tr>
                <tr>
                  <td>GDP per capita                 </td>
                  <td>1.504 (1.115)  </td>
                  <td>-0.186 (0.690)</td>
                  <td>1.061 (0.668)   </td>
                </tr>
                <tr>
                  <td>GDP per capita (polynomial)    </td>
                  <td>-0.246 (0.159) </td>
                  <td>-0.085 (0.112)</td>
                  <td>-0.240 (0.108)* </td>
                </tr>
                <tr>
                  <td>GDP per capita (Growth)        </td>
                  <td>0.089 (0.090)  </td>
                  <td>0.009 (0.131) </td>
                  <td>0.008 (0.096)   </td>
                </tr>
                <tr>
                  <td>Population (logged)            </td>
                  <td>0.637 (0.212)**</td>
                  <td>-0.130 (0.204)</td>
                  <td>0.300 (0.148)*  </td>
                </tr>
                <tr>
                  <td>Population Density (logged)    </td>
                  <td>-0.226 (0.209) </td>
                  <td>0.016 (0.256) </td>
                  <td>-0.013 (0.175)  </td>
                </tr>
                <tr>
                  <td>Urban Ratio                    </td>
                  <td>-0.042 (0.020)*</td>
                  <td>-0.017 (0.018)</td>
                  <td>-0.028 (0.013)* </td>
                </tr>
                <tr>
                  <td>Num.Obs.                       </td>
                  <td>1639           </td>
                  <td>1571          </td>
                  <td>1515            </td>
                </tr>
                <tr>
                  <td>AIC                            </td>
                  <td>150.285        </td>
                  <td>204.453       </td>
                  <td>301.349         </td>
                </tr>
                <tr>
                  <td>BIC                            </td>
                  <td>236.714        </td>
                  <td>290.205       </td>
                  <td>386.520         </td>
                </tr>
                <tr>
                  <td>RMSE                           </td>
                  <td>0.103          </td>
                  <td>0.123         </td>
                  <td>0.154           </td>
                </tr>
        </tbody>
      </table>
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</section>
<section id="table-a6" class="level3" data-number="3.7">
<h3 data-number="3.7" class="anchored" data-anchor-id="table-a6"><span class="header-section-number">3.7</span> Table A6</h3>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb16"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a>fit9  <span class="ot">&lt;-</span> ban_df <span class="sc">|&gt;</span> </span>
<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Ban) <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a>          Region_Ban <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Manufacture <span class="sc">+</span> </span>
<span id="cb16-4"><a href="#cb16-4" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb16-5"><a href="#cb16-5" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb16-6"><a href="#cb16-6" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span>
<span id="cb16-7"><a href="#cb16-7" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-8"><a href="#cb16-8" aria-hidden="true" tabindex="-1"></a>fit10 <span class="ot">&lt;-</span> fee_df <span class="sc">|&gt;</span> </span>
<span id="cb16-9"><a href="#cb16-9" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Fee) <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb16-10"><a href="#cb16-10" aria-hidden="true" tabindex="-1"></a>          Region_Fee <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Manufacture <span class="sc">+</span> </span>
<span id="cb16-11"><a href="#cb16-11" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb16-12"><a href="#cb16-12" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb16-13"><a href="#cb16-13" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span>
<span id="cb16-14"><a href="#cb16-14" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb16-15"><a href="#cb16-15" aria-hidden="true" tabindex="-1"></a>fit11 <span class="ot">&lt;-</span> bf_df <span class="sc">|&gt;</span> </span>
<span id="cb16-16"><a href="#cb16-16" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Ban_or_Fee) <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb16-17"><a href="#cb16-17" aria-hidden="true" tabindex="-1"></a>          Region_BF <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Manufacture <span class="sc">+</span> </span>
<span id="cb16-18"><a href="#cb16-18" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb16-19"><a href="#cb16-19" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb16-20"><a href="#cb16-20" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb17"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="fu">modelsummary</span>(<span class="fu">list</span>(<span class="st">&quot;Ban&quot;</span>        <span class="ot">=</span> fit9,</span>
<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Fee&quot;</span>        <span class="ot">=</span> fit10,</span>
<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Ban or Fee&quot;</span> <span class="ot">=</span> fit11),</span>
<span id="cb17-4"><a href="#cb17-4" aria-hidden="true" tabindex="-1"></a>             <span class="at">estimate =</span> <span class="st">&quot;{estimate} ({robust.se}){stars}&quot;</span>,</span>
<span id="cb17-5"><a href="#cb17-5" aria-hidden="true" tabindex="-1"></a>             <span class="at">statistic =</span> <span class="cn">NULL</span>,</span>
<span id="cb17-6"><a href="#cb17-6" aria-hidden="true" tabindex="-1"></a>             <span class="at">coef_rename =</span> <span class="fu">c</span>(<span class="st">&quot;Net_Import&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Import (Netweight)&quot;</span>, </span>
<span id="cb17-7"><a href="#cb17-7" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Net_Export&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Export (Netweight)&quot;</span>,</span>
<span id="cb17-8"><a href="#cb17-8" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Ban&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb17-9"><a href="#cb17-9" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Fee&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb17-10"><a href="#cb17-10" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_BF&quot;</span>       <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb17-11"><a href="#cb17-11" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Liberal_Dem&quot;</span>     <span class="ot">=</span> <span class="st">&quot;Liberal Democracy Index&quot;</span>, </span>
<span id="cb17-12"><a href="#cb17-12" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;CO2&quot;</span>             <span class="ot">=</span> <span class="st">&quot;CO2 emissions per GDP&quot;</span>, </span>
<span id="cb17-13"><a href="#cb17-13" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;EPI&quot;</span>             <span class="ot">=</span> <span class="st">&quot;Environmental Performance Index&quot;</span>, </span>
<span id="cb17-14"><a href="#cb17-14" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Cum_MEA&quot;</span>         <span class="ot">=</span> <span class="st">&quot;MEAs&quot;</span>, </span>
<span id="cb17-15"><a href="#cb17-15" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP&quot;</span>             <span class="ot">=</span> <span class="st">&quot;GDP per capita&quot;</span>, </span>
<span id="cb17-16"><a href="#cb17-16" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;I(GDP^2)&quot;</span>        <span class="ot">=</span> <span class="st">&quot;GDP per capita (polynomial)&quot;</span>,</span>
<span id="cb17-17"><a href="#cb17-17" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP_Growth&quot;</span>      <span class="ot">=</span> <span class="st">&quot;GDP per capita (Growth)&quot;</span>,</span>
<span id="cb17-18"><a href="#cb17-18" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Population)&quot;</span> <span class="ot">=</span> <span class="st">&quot;Population (logged)&quot;</span>, </span>
<span id="cb17-19"><a href="#cb17-19" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Density)&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Population Density (logged)&quot;</span>, </span>
<span id="cb17-20"><a href="#cb17-20" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Urban&quot;</span>           <span class="ot">=</span> <span class="st">&quot;Urban Ratio&quot;</span>),</span>
<span id="cb17-21"><a href="#cb17-21" aria-hidden="true" tabindex="-1"></a>             <span class="at">fmt =</span> <span class="fu">fmt_statistic</span>(<span class="st">&quot;aic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;bic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;rmse&quot;</span> <span class="ot">=</span> <span class="dv">3</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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        <thead>
        
              <tr>
                <th scope="col"> </th>
                <th scope="col">Ban</th>
                <th scope="col">Fee</th>
                <th scope="col">Ban or Fee</th>
              </tr>
        </thead>
        
        <tbody>
                <tr>
                  <td>Import (Netweight)             </td>
                  <td>0.046 (0.018)*  </td>
                  <td>0.122 (0.046)**</td>
                  <td>0.071 (0.019)***</td>
                </tr>
                <tr>
                  <td>Export (Netweight)             </td>
                  <td>-3.007 (2.243)  </td>
                  <td>0.043 (0.094)  </td>
                  <td>0.015 (0.099)   </td>
                </tr>
                <tr>
                  <td>Region                         </td>
                  <td>4.721 (1.060)***</td>
                  <td>5.251 (1.654)**</td>
                  <td>4.059 (1.169)***</td>
                </tr>
                <tr>
                  <td>Coastline                      </td>
                  <td>-0.056 (0.061)  </td>
                  <td>-0.075 (0.042)+</td>
                  <td>-0.079 (0.029)**</td>
                </tr>
                <tr>
                  <td>Fishery                        </td>
                  <td>-4.735 (29.918) </td>
                  <td>-1.029 (45.849)</td>
                  <td>20.600 (19.437) </td>
                </tr>
                <tr>
                  <td>Environmental Performance Index</td>
                  <td>0.011 (0.009)   </td>
                  <td>0.008 (0.010)  </td>
                  <td>0.005 (0.007)   </td>
                </tr>
                <tr>
                  <td>Manufacture                    </td>
                  <td>-0.033 (0.028)  </td>
                  <td>-0.037 (0.050) </td>
                  <td>-0.051 (0.028)+ </td>
                </tr>
                <tr>
                  <td>Liberal Democracy Index        </td>
                  <td>1.360 (1.113)   </td>
                  <td>0.860 (1.655)  </td>
                  <td>0.714 (0.885)   </td>
                </tr>
                <tr>
                  <td>CO2 emissions per GDP          </td>
                  <td>0.405 (1.461)   </td>
                  <td>-2.428 (4.201) </td>
                  <td>-2.133 (1.636)  </td>
                </tr>
                <tr>
                  <td>MEAs                           </td>
                  <td>-0.004 (0.002)+ </td>
                  <td>0.006 (0.003)+ </td>
                  <td>0.000 (0.002)   </td>
                </tr>
                <tr>
                  <td>GDP per capita                 </td>
                  <td>1.579 (0.963)   </td>
                  <td>0.664 (0.742)  </td>
                  <td>1.368 (0.554)*  </td>
                </tr>
                <tr>
                  <td>GDP per capita (polynomial)    </td>
                  <td>-0.360 (0.205)+ </td>
                  <td>-0.208 (0.123)+</td>
                  <td>-0.272 (0.097)**</td>
                </tr>
                <tr>
                  <td>GDP per capita (Growth)        </td>
                  <td>0.123 (0.049)*  </td>
                  <td>0.011 (0.115)  </td>
                  <td>0.070 (0.064)   </td>
                </tr>
                <tr>
                  <td>Population (logged)            </td>
                  <td>0.394 (0.141)** </td>
                  <td>-0.104 (0.193) </td>
                  <td>0.215 (0.117)+  </td>
                </tr>
                <tr>
                  <td>Population Density (logged)    </td>
                  <td>0.107 (0.161)   </td>
                  <td>-0.041 (0.204) </td>
                  <td>0.094 (0.147)   </td>
                </tr>
                <tr>
                  <td>Urban Ratio                    </td>
                  <td>-0.032 (0.012)**</td>
                  <td>0.009 (0.019)  </td>
                  <td>-0.026 (0.010)* </td>
                </tr>
                <tr>
                  <td>Num.Obs.                       </td>
                  <td>2124            </td>
                  <td>2155           </td>
                  <td>2013            </td>
                </tr>
                <tr>
                  <td>AIC                            </td>
                  <td>318.722         </td>
                  <td>204.649        </td>
                  <td>469.598         </td>
                </tr>
                <tr>
                  <td>BIC                            </td>
                  <td>409.299         </td>
                  <td>295.458        </td>
                  <td>559.316         </td>
                </tr>
                <tr>
                  <td>RMSE                           </td>
                  <td>0.135           </td>
                  <td>0.104          </td>
                  <td>0.167           </td>
                </tr>
        </tbody>
      </table>
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</section>
<section id="table-a7" class="level3" data-number="3.8">
<h3 data-number="3.8" class="anchored" data-anchor-id="table-a7"><span class="header-section-number">3.8</span> Table A7</h3>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb18"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a>fit12 <span class="ot">&lt;-</span> ban_df <span class="sc">|&gt;</span> </span>
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Ban) <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a>          Region_Ban <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span></span>
<span id="cb18-4"><a href="#cb18-4" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb18-5"><a href="#cb18-5" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban <span class="sc">+</span></span>
<span id="cb18-6"><a href="#cb18-6" aria-hidden="true" tabindex="-1"></a>          Landlocked, </span>
<span id="cb18-7"><a href="#cb18-7" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span>
<span id="cb18-8"><a href="#cb18-8" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb18-9"><a href="#cb18-9" aria-hidden="true" tabindex="-1"></a>fit13 <span class="ot">&lt;-</span> fee_df <span class="sc">|&gt;</span> </span>
<span id="cb18-10"><a href="#cb18-10" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Fee) <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb18-11"><a href="#cb18-11" aria-hidden="true" tabindex="-1"></a>          Region_Fee <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span></span>
<span id="cb18-12"><a href="#cb18-12" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb18-13"><a href="#cb18-13" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban <span class="sc">+</span></span>
<span id="cb18-14"><a href="#cb18-14" aria-hidden="true" tabindex="-1"></a>          Landlocked, </span>
<span id="cb18-15"><a href="#cb18-15" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span>
<span id="cb18-16"><a href="#cb18-16" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb18-17"><a href="#cb18-17" aria-hidden="true" tabindex="-1"></a>fit14 <span class="ot">&lt;-</span> bf_df <span class="sc">|&gt;</span> </span>
<span id="cb18-18"><a href="#cb18-18" aria-hidden="true" tabindex="-1"></a>  <span class="fu">coxph</span>(<span class="fu">Surv</span>(Time0, Time1, Ban_or_Fee) <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb18-19"><a href="#cb18-19" aria-hidden="true" tabindex="-1"></a>          Region_BF <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span></span>
<span id="cb18-20"><a href="#cb18-20" aria-hidden="true" tabindex="-1"></a>          Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb18-21"><a href="#cb18-21" aria-hidden="true" tabindex="-1"></a>          GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban <span class="sc">+</span></span>
<span id="cb18-22"><a href="#cb18-22" aria-hidden="true" tabindex="-1"></a>          Landlocked, </span>
<span id="cb18-23"><a href="#cb18-23" aria-hidden="true" tabindex="-1"></a>          <span class="at">data =</span> _, <span class="at">cluster =</span> Country)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb19"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="fu">modelsummary</span>(<span class="fu">list</span>(<span class="st">&quot;Ban&quot;</span>        <span class="ot">=</span> fit12,</span>
<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Fee&quot;</span>        <span class="ot">=</span> fit13,</span>
<span id="cb19-3"><a href="#cb19-3" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Ban or Fee&quot;</span> <span class="ot">=</span> fit14),</span>
<span id="cb19-4"><a href="#cb19-4" aria-hidden="true" tabindex="-1"></a>             <span class="at">estimate =</span> <span class="st">&quot;{estimate} ({robust.se}){stars}&quot;</span>,</span>
<span id="cb19-5"><a href="#cb19-5" aria-hidden="true" tabindex="-1"></a>             <span class="at">statistic =</span> <span class="cn">NULL</span>,</span>
<span id="cb19-6"><a href="#cb19-6" aria-hidden="true" tabindex="-1"></a>             <span class="at">coef_rename =</span> <span class="fu">c</span>(<span class="st">&quot;Net_Import&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Import (Netweight)&quot;</span>, </span>
<span id="cb19-7"><a href="#cb19-7" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Net_Export&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Export (Netweight)&quot;</span>,</span>
<span id="cb19-8"><a href="#cb19-8" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Ban&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb19-9"><a href="#cb19-9" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Fee&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb19-10"><a href="#cb19-10" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_BF&quot;</span>       <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb19-11"><a href="#cb19-11" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Liberal_Dem&quot;</span>     <span class="ot">=</span> <span class="st">&quot;Liberal Democracy Index&quot;</span>, </span>
<span id="cb19-12"><a href="#cb19-12" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;CO2&quot;</span>             <span class="ot">=</span> <span class="st">&quot;CO2 emissions per GDP&quot;</span>, </span>
<span id="cb19-13"><a href="#cb19-13" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;EPI&quot;</span>             <span class="ot">=</span> <span class="st">&quot;Environmental Performance Index&quot;</span>, </span>
<span id="cb19-14"><a href="#cb19-14" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Cum_MEA&quot;</span>         <span class="ot">=</span> <span class="st">&quot;MEAs&quot;</span>, </span>
<span id="cb19-15"><a href="#cb19-15" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP&quot;</span>             <span class="ot">=</span> <span class="st">&quot;GDP per capita&quot;</span>, </span>
<span id="cb19-16"><a href="#cb19-16" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;I(GDP^2)&quot;</span>        <span class="ot">=</span> <span class="st">&quot;GDP per capita (polynomial)&quot;</span>,</span>
<span id="cb19-17"><a href="#cb19-17" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP_Growth&quot;</span>      <span class="ot">=</span> <span class="st">&quot;GDP per capita (Growth)&quot;</span>,</span>
<span id="cb19-18"><a href="#cb19-18" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Population)&quot;</span> <span class="ot">=</span> <span class="st">&quot;Population (logged)&quot;</span>, </span>
<span id="cb19-19"><a href="#cb19-19" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Density)&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Population Density (logged)&quot;</span>, </span>
<span id="cb19-20"><a href="#cb19-20" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Urban&quot;</span>           <span class="ot">=</span> <span class="st">&quot;Urban Ratio&quot;</span>),</span>
<span id="cb19-21"><a href="#cb19-21" aria-hidden="true" tabindex="-1"></a>             <span class="at">fmt =</span> <span class="fu">fmt_statistic</span>(<span class="st">&quot;aic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;bic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;rmse&quot;</span> <span class="ot">=</span> <span class="dv">3</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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        <thead>
        
              <tr>
                <th scope="col"> </th>
                <th scope="col">Ban</th>
                <th scope="col">Fee</th>
                <th scope="col">Ban or Fee</th>
              </tr>
        </thead>
        
        <tbody>
                <tr>
                  <td>Import (Netweight)             </td>
                  <td>0.050 (0.026)+ </td>
                  <td>0.132 (0.039)***   </td>
                  <td>0.075 (0.025)** </td>
                </tr>
                <tr>
                  <td>Export (Netweight)             </td>
                  <td>-1.799 (0.766)*</td>
                  <td>0.038 (0.081)      </td>
                  <td>0.007 (0.075)   </td>
                </tr>
                <tr>
                  <td>Region                         </td>
                  <td>5.253 (2.555)* </td>
                  <td>1.748 (2.460)      </td>
                  <td>3.886 (1.666)*  </td>
                </tr>
                <tr>
                  <td>Coastline                      </td>
                  <td>-0.045 (0.030) </td>
                  <td>-0.033 (0.042)     </td>
                  <td>-0.064 (0.024)**</td>
                </tr>
                <tr>
                  <td>Fishery                        </td>
                  <td>4.224 (24.772) </td>
                  <td>-196.525 (115.079)+</td>
                  <td>-4.003 (23.239) </td>
                </tr>
                <tr>
                  <td>Environmental Performance Index</td>
                  <td>0.011 (0.016)  </td>
                  <td>0.012 (0.010)      </td>
                  <td>0.000 (0.009)   </td>
                </tr>
                <tr>
                  <td>Chemical                       </td>
                  <td>0.067 (0.045)  </td>
                  <td>0.096 (0.038)*     </td>
                  <td>0.084 (0.029)** </td>
                </tr>
                <tr>
                  <td>Liberal Democracy Index        </td>
                  <td>2.237 (1.778)  </td>
                  <td>2.477 (1.707)      </td>
                  <td>1.677 (1.052)   </td>
                </tr>
                <tr>
                  <td>CO2 emissions per GDP          </td>
                  <td>-0.737 (2.821) </td>
                  <td>-0.674 (3.071)     </td>
                  <td>-2.307 (2.396)  </td>
                </tr>
                <tr>
                  <td>MEAs                           </td>
                  <td>-0.008 (0.004)+</td>
                  <td>0.007 (0.004)+     </td>
                  <td>0.002 (0.003)   </td>
                </tr>
                <tr>
                  <td>GDP per capita                 </td>
                  <td>1.257 (1.141)  </td>
                  <td>-0.436 (0.696)     </td>
                  <td>0.817 (0.648)   </td>
                </tr>
                <tr>
                  <td>GDP per capita (polynomial)    </td>
                  <td>-0.209 (0.158) </td>
                  <td>-0.047 (0.114)     </td>
                  <td>-0.194 (0.106)+ </td>
                </tr>
                <tr>
                  <td>GDP per capita (Growth)        </td>
                  <td>0.073 (0.100)  </td>
                  <td>-0.021 (0.133)     </td>
                  <td>-0.016 (0.102)  </td>
                </tr>
                <tr>
                  <td>Population (logged)            </td>
                  <td>0.576 (0.218)**</td>
                  <td>-0.222 (0.222)     </td>
                  <td>0.197 (0.148)   </td>
                </tr>
                <tr>
                  <td>Population Density (logged)    </td>
                  <td>-0.411 (0.237)+</td>
                  <td>-0.087 (0.236)     </td>
                  <td>-0.127 (0.174)  </td>
                </tr>
                <tr>
                  <td>Urban Ratio                    </td>
                  <td>-0.047 (0.021)*</td>
                  <td>-0.018 (0.021)     </td>
                  <td>-0.030 (0.014)* </td>
                </tr>
                <tr>
                  <td>Landlocked                     </td>
                  <td>-0.482 (0.677) </td>
                  <td>-0.465 (0.907)     </td>
                  <td>-0.406 (0.605)  </td>
                </tr>
                <tr>
                  <td>Num.Obs.                       </td>
                  <td>1565           </td>
                  <td>1507               </td>
                  <td>1455            </td>
                </tr>
                <tr>
                  <td>AIC                            </td>
                  <td>144.036        </td>
                  <td>169.248            </td>
                  <td>262.517         </td>
                </tr>
                <tr>
                  <td>BIC                            </td>
                  <td>235.082        </td>
                  <td>259.652            </td>
                  <td>352.324         </td>
                </tr>
                <tr>
                  <td>RMSE                           </td>
                  <td>0.104          </td>
                  <td>0.116              </td>
                  <td>0.147           </td>
                </tr>
        </tbody>
      </table>
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</div>
</section>
<section id="table-a8" class="level3" data-number="3.9">
<h3 data-number="3.9" class="anchored" data-anchor-id="table-a8"><span class="header-section-number">3.9</span> Table A8</h3>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb20"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a>ban_twfe1 <span class="ot">&lt;-</span> ban_df <span class="sc">|&gt;</span> </span>
<span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">plm</span>(Ban <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb20-3"><a href="#cb20-3" aria-hidden="true" tabindex="-1"></a>        Region_Ban <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb20-4"><a href="#cb20-4" aria-hidden="true" tabindex="-1"></a>        Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb20-5"><a href="#cb20-5" aria-hidden="true" tabindex="-1"></a>        GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb20-6"><a href="#cb20-6" aria-hidden="true" tabindex="-1"></a>      <span class="at">index =</span> <span class="fu">c</span>(<span class="st">&quot;Country&quot;</span>, <span class="st">&quot;Year&quot;</span>), <span class="at">model =</span> <span class="st">&quot;within&quot;</span>, <span class="at">effect =</span> <span class="st">&quot;twoways&quot;</span>,</span>
<span id="cb20-7"><a href="#cb20-7" aria-hidden="true" tabindex="-1"></a>      <span class="at">data =</span> _)</span>
<span id="cb20-8"><a href="#cb20-8" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb20-9"><a href="#cb20-9" aria-hidden="true" tabindex="-1"></a>fee_twfe1 <span class="ot">&lt;-</span> fee_df <span class="sc">|&gt;</span> </span>
<span id="cb20-10"><a href="#cb20-10" aria-hidden="true" tabindex="-1"></a>  <span class="fu">plm</span>(Fee <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb20-11"><a href="#cb20-11" aria-hidden="true" tabindex="-1"></a>        Region_Fee <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb20-12"><a href="#cb20-12" aria-hidden="true" tabindex="-1"></a>        Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb20-13"><a href="#cb20-13" aria-hidden="true" tabindex="-1"></a>        GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb20-14"><a href="#cb20-14" aria-hidden="true" tabindex="-1"></a>      <span class="at">index =</span> <span class="fu">c</span>(<span class="st">&quot;Country&quot;</span>, <span class="st">&quot;Year&quot;</span>), <span class="at">model =</span> <span class="st">&quot;within&quot;</span>, <span class="at">effect =</span> <span class="st">&quot;twoways&quot;</span>,</span>
<span id="cb20-15"><a href="#cb20-15" aria-hidden="true" tabindex="-1"></a>      <span class="at">data =</span> _)</span>
<span id="cb20-16"><a href="#cb20-16" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb20-17"><a href="#cb20-17" aria-hidden="true" tabindex="-1"></a>bf_twfe1 <span class="ot">&lt;-</span> bf_df <span class="sc">|&gt;</span> </span>
<span id="cb20-18"><a href="#cb20-18" aria-hidden="true" tabindex="-1"></a>  <span class="fu">plm</span>(Ban_or_Fee <span class="sc">~</span> Net_Import <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb20-19"><a href="#cb20-19" aria-hidden="true" tabindex="-1"></a>        Region_BF <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb20-20"><a href="#cb20-20" aria-hidden="true" tabindex="-1"></a>        Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb20-21"><a href="#cb20-21" aria-hidden="true" tabindex="-1"></a>        GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb20-22"><a href="#cb20-22" aria-hidden="true" tabindex="-1"></a>      <span class="at">index =</span> <span class="fu">c</span>(<span class="st">&quot;Country&quot;</span>, <span class="st">&quot;Year&quot;</span>), <span class="at">model =</span> <span class="st">&quot;within&quot;</span>, <span class="at">effect =</span> <span class="st">&quot;twoways&quot;</span>,</span>
<span id="cb20-23"><a href="#cb20-23" aria-hidden="true" tabindex="-1"></a>      <span class="at">data =</span> _)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb21"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="fu">modelsummary</span>(<span class="fu">list</span>(<span class="st">&quot;Ban&quot;</span>        <span class="ot">=</span> ban_twfe1,</span>
<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Fee&quot;</span>        <span class="ot">=</span> fee_twfe1,</span>
<span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Ban or Fee&quot;</span> <span class="ot">=</span> bf_twfe1),</span>
<span id="cb21-4"><a href="#cb21-4" aria-hidden="true" tabindex="-1"></a>             <span class="at">estimate =</span> <span class="st">&quot;{estimate} ({std.error}){stars}&quot;</span>,</span>
<span id="cb21-5"><a href="#cb21-5" aria-hidden="true" tabindex="-1"></a>             <span class="at">statistic =</span> <span class="cn">NULL</span>,</span>
<span id="cb21-6"><a href="#cb21-6" aria-hidden="true" tabindex="-1"></a>             <span class="at">coef_rename =</span> <span class="fu">c</span>(<span class="st">&quot;Net_Import&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Import (Netweight)&quot;</span>, </span>
<span id="cb21-7"><a href="#cb21-7" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Net_Export&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Export (Netweight)&quot;</span>,</span>
<span id="cb21-8"><a href="#cb21-8" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Ban&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb21-9"><a href="#cb21-9" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Fee&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb21-10"><a href="#cb21-10" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_BF&quot;</span>       <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb21-11"><a href="#cb21-11" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Liberal_Dem&quot;</span>     <span class="ot">=</span> <span class="st">&quot;Liberal Democracy Index&quot;</span>, </span>
<span id="cb21-12"><a href="#cb21-12" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;CO2&quot;</span>             <span class="ot">=</span> <span class="st">&quot;CO2 emissions per GDP&quot;</span>, </span>
<span id="cb21-13"><a href="#cb21-13" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;EPI&quot;</span>             <span class="ot">=</span> <span class="st">&quot;Environmental Performance Index&quot;</span>, </span>
<span id="cb21-14"><a href="#cb21-14" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Cum_MEA&quot;</span>         <span class="ot">=</span> <span class="st">&quot;MEAs&quot;</span>, </span>
<span id="cb21-15"><a href="#cb21-15" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP&quot;</span>             <span class="ot">=</span> <span class="st">&quot;GDP per capita&quot;</span>, </span>
<span id="cb21-16"><a href="#cb21-16" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;I(GDP^2)&quot;</span>        <span class="ot">=</span> <span class="st">&quot;GDP per capita (polynomial)&quot;</span>,</span>
<span id="cb21-17"><a href="#cb21-17" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP_Growth&quot;</span>      <span class="ot">=</span> <span class="st">&quot;GDP per capita (Growth)&quot;</span>,</span>
<span id="cb21-18"><a href="#cb21-18" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Population)&quot;</span> <span class="ot">=</span> <span class="st">&quot;Population (logged)&quot;</span>, </span>
<span id="cb21-19"><a href="#cb21-19" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Density)&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Population Density (logged)&quot;</span>, </span>
<span id="cb21-20"><a href="#cb21-20" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Urban&quot;</span>           <span class="ot">=</span> <span class="st">&quot;Urban Ratio&quot;</span>),</span>
<span id="cb21-21"><a href="#cb21-21" aria-hidden="true" tabindex="-1"></a>             <span class="at">fmt =</span> <span class="fu">fmt_statistic</span>(<span class="st">&quot;aic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;bic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;rmse&quot;</span> <span class="ot">=</span> <span class="dv">3</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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        <thead>
        
              <tr>
                <th scope="col"> </th>
                <th scope="col">Ban</th>
                <th scope="col">Fee</th>
                <th scope="col">Ban or Fee</th>
              </tr>
        </thead>
        
        <tbody>
                <tr>
                  <td>Import (Netweight)         </td>
                  <td>0.006 (0.001)***</td>
                  <td>0.005 (0.001)***</td>
                  <td>0.005 (0.002)** </td>
                </tr>
                <tr>
                  <td>Export (Netweight)         </td>
                  <td>-0.001 (0.002)  </td>
                  <td>-0.001 (0.002)  </td>
                  <td>-0.001 (0.003)  </td>
                </tr>
                <tr>
                  <td>Region                     </td>
                  <td>0.617 (0.075)***</td>
                  <td>0.402 (0.083)***</td>
                  <td>0.578 (0.091)***</td>
                </tr>
                <tr>
                  <td>Fishery                    </td>
                  <td>-0.012 (0.081)  </td>
                  <td>0.031 (0.093)   </td>
                  <td>0.043 (0.116)   </td>
                </tr>
                <tr>
                  <td>Chemical                   </td>
                  <td>-0.001 (0.001)  </td>
                  <td>0.001 (0.001)   </td>
                  <td>0.000 (0.001)   </td>
                </tr>
                <tr>
                  <td>Liberal Democracy Index    </td>
                  <td>-0.009 (0.042)  </td>
                  <td>0.105 (0.048)*  </td>
                  <td>0.019 (0.061)   </td>
                </tr>
                <tr>
                  <td>CO2 emissions per GDP      </td>
                  <td>0.083 (0.068)   </td>
                  <td>-0.046 (0.079)  </td>
                  <td>0.072 (0.099)   </td>
                </tr>
                <tr>
                  <td>MEAs                       </td>
                  <td>0.000 (0.000)   </td>
                  <td>0.001 (0.000)** </td>
                  <td>0.001 (0.000)*  </td>
                </tr>
                <tr>
                  <td>GDP per capita             </td>
                  <td>-0.010 (0.011)  </td>
                  <td>0.014 (0.013)   </td>
                  <td>0.015 (0.017)   </td>
                </tr>
                <tr>
                  <td>GDP per capita (polynomial)</td>
                  <td>0.001 (0.001)   </td>
                  <td>-0.003 (0.001)* </td>
                  <td>-0.003 (0.002)  </td>
                </tr>
                <tr>
                  <td>GDP per capita (Growth)    </td>
                  <td>-0.002 (0.001)+ </td>
                  <td>0.000 (0.001)   </td>
                  <td>-0.001 (0.001)  </td>
                </tr>
                <tr>
                  <td>Population (logged)        </td>
                  <td>-0.547 (0.338)  </td>
                  <td>-0.073 (0.432)  </td>
                  <td>-0.541 (0.538)  </td>
                </tr>
                <tr>
                  <td>Population Density (logged)</td>
                  <td>0.509 (0.338)   </td>
                  <td>0.034 (0.432)   </td>
                  <td>0.498 (0.538)   </td>
                </tr>
                <tr>
                  <td>Urban Ratio                </td>
                  <td>-0.004 (0.002)* </td>
                  <td>0.002 (0.002)   </td>
                  <td>0.000 (0.002)   </td>
                </tr>
                <tr>
                  <td>Num.Obs.                   </td>
                  <td>1565            </td>
                  <td>1507            </td>
                  <td>1455            </td>
                </tr>
                <tr>
                  <td>R2                         </td>
                  <td>0.071           </td>
                  <td>0.058           </td>
                  <td>0.053           </td>
                </tr>
                <tr>
                  <td>R2 Adj.                    </td>
                  <td>-0.024          </td>
                  <td>-0.043          </td>
                  <td>-0.050          </td>
                </tr>
                <tr>
                  <td>AIC                        </td>
                  <td>-2818.805       </td>
                  <td>-2343.228       </td>
                  <td>-1631.131       </td>
                </tr>
                <tr>
                  <td>BIC                        </td>
                  <td>-2738.471       </td>
                  <td>-2263.460       </td>
                  <td>-1551.889       </td>
                </tr>
                <tr>
                  <td>RMSE                       </td>
                  <td>0.097           </td>
                  <td>0.110           </td>
                  <td>0.137           </td>
                </tr>
        </tbody>
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</section>
<section id="table-a9" class="level3" data-number="3.10">
<h3 data-number="3.10" class="anchored" data-anchor-id="table-a9"><span class="header-section-number">3.10</span> Table A9</h3>
<p><strong>Outcome: Import</strong></p>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb22"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a>ban_twfe2 <span class="ot">&lt;-</span> ban_df <span class="sc">|&gt;</span> </span>
<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">plm</span>(Net_Import <span class="sc">~</span> Ban <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a>        Region_Ban <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb22-4"><a href="#cb22-4" aria-hidden="true" tabindex="-1"></a>        Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb22-5"><a href="#cb22-5" aria-hidden="true" tabindex="-1"></a>        GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb22-6"><a href="#cb22-6" aria-hidden="true" tabindex="-1"></a>      <span class="at">index =</span> <span class="fu">c</span>(<span class="st">&quot;Country&quot;</span>, <span class="st">&quot;Year&quot;</span>), <span class="at">model =</span> <span class="st">&quot;within&quot;</span>, <span class="at">effect =</span> <span class="st">&quot;twoways&quot;</span>,</span>
<span id="cb22-7"><a href="#cb22-7" aria-hidden="true" tabindex="-1"></a>      <span class="at">data =</span> _)</span>
<span id="cb22-8"><a href="#cb22-8" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb22-9"><a href="#cb22-9" aria-hidden="true" tabindex="-1"></a>fee_twfe2 <span class="ot">&lt;-</span> fee_df <span class="sc">|&gt;</span> </span>
<span id="cb22-10"><a href="#cb22-10" aria-hidden="true" tabindex="-1"></a>  <span class="fu">plm</span>(Net_Import <span class="sc">~</span> Fee <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb22-11"><a href="#cb22-11" aria-hidden="true" tabindex="-1"></a>        Region_Fee <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb22-12"><a href="#cb22-12" aria-hidden="true" tabindex="-1"></a>        Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb22-13"><a href="#cb22-13" aria-hidden="true" tabindex="-1"></a>        GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb22-14"><a href="#cb22-14" aria-hidden="true" tabindex="-1"></a>      <span class="at">index =</span> <span class="fu">c</span>(<span class="st">&quot;Country&quot;</span>, <span class="st">&quot;Year&quot;</span>), <span class="at">model =</span> <span class="st">&quot;within&quot;</span>, <span class="at">effect =</span> <span class="st">&quot;twoways&quot;</span>,</span>
<span id="cb22-15"><a href="#cb22-15" aria-hidden="true" tabindex="-1"></a>      <span class="at">data =</span> _)</span>
<span id="cb22-16"><a href="#cb22-16" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb22-17"><a href="#cb22-17" aria-hidden="true" tabindex="-1"></a>bf_twfe2 <span class="ot">&lt;-</span> bf_df <span class="sc">|&gt;</span> </span>
<span id="cb22-18"><a href="#cb22-18" aria-hidden="true" tabindex="-1"></a>  <span class="fu">plm</span>(Net_Import <span class="sc">~</span> Ban_or_Fee <span class="sc">+</span> Net_Export <span class="sc">+</span></span>
<span id="cb22-19"><a href="#cb22-19" aria-hidden="true" tabindex="-1"></a>        Region_BF <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb22-20"><a href="#cb22-20" aria-hidden="true" tabindex="-1"></a>        Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb22-21"><a href="#cb22-21" aria-hidden="true" tabindex="-1"></a>        GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb22-22"><a href="#cb22-22" aria-hidden="true" tabindex="-1"></a>      <span class="at">index =</span> <span class="fu">c</span>(<span class="st">&quot;Country&quot;</span>, <span class="st">&quot;Year&quot;</span>), <span class="at">model =</span> <span class="st">&quot;within&quot;</span>, <span class="at">effect =</span> <span class="st">&quot;twoways&quot;</span>,</span>
<span id="cb22-23"><a href="#cb22-23" aria-hidden="true" tabindex="-1"></a>      <span class="at">data =</span> _)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="sourceCode cell-code" id="cb23"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a><span class="fu">modelsummary</span>(<span class="fu">list</span>(<span class="st">&quot;Ban&quot;</span>        <span class="ot">=</span> ban_twfe2,</span>
<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Fee&quot;</span>        <span class="ot">=</span> fee_twfe2,</span>
<span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Ban or Fee&quot;</span> <span class="ot">=</span> bf_twfe2),</span>
<span id="cb23-4"><a href="#cb23-4" aria-hidden="true" tabindex="-1"></a>             <span class="at">estimate =</span> <span class="st">&quot;{estimate} ({std.error}){stars}&quot;</span>,</span>
<span id="cb23-5"><a href="#cb23-5" aria-hidden="true" tabindex="-1"></a>             <span class="at">statistic =</span> <span class="cn">NULL</span>,</span>
<span id="cb23-6"><a href="#cb23-6" aria-hidden="true" tabindex="-1"></a>             <span class="at">coef_rename =</span> <span class="fu">c</span>(<span class="st">&quot;Ban&quot;</span> <span class="ot">=</span> <span class="st">&quot;Ban / Fee / Ban or Fee&quot;</span>,</span>
<span id="cb23-7"><a href="#cb23-7" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Fee&quot;</span> <span class="ot">=</span> <span class="st">&quot;Ban / Fee / Ban or Fee&quot;</span>,</span>
<span id="cb23-8"><a href="#cb23-8" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Ban_or_Fee&quot;</span> <span class="ot">=</span> <span class="st">&quot;Ban / Fee / Ban or Fee&quot;</span>,</span>
<span id="cb23-9"><a href="#cb23-9" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Net_Import&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Import (Netweight)&quot;</span>, </span>
<span id="cb23-10"><a href="#cb23-10" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Net_Export&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Export (Netweight)&quot;</span>,</span>
<span id="cb23-11"><a href="#cb23-11" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Ban&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb23-12"><a href="#cb23-12" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Fee&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb23-13"><a href="#cb23-13" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_BF&quot;</span>       <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb23-14"><a href="#cb23-14" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Liberal_Dem&quot;</span>     <span class="ot">=</span> <span class="st">&quot;Liberal Democracy Index&quot;</span>, </span>
<span id="cb23-15"><a href="#cb23-15" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;CO2&quot;</span>             <span class="ot">=</span> <span class="st">&quot;CO2 emissions per GDP&quot;</span>, </span>
<span id="cb23-16"><a href="#cb23-16" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;EPI&quot;</span>             <span class="ot">=</span> <span class="st">&quot;Environmental Performance Index&quot;</span>, </span>
<span id="cb23-17"><a href="#cb23-17" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Cum_MEA&quot;</span>         <span class="ot">=</span> <span class="st">&quot;MEAs&quot;</span>, </span>
<span id="cb23-18"><a href="#cb23-18" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP&quot;</span>             <span class="ot">=</span> <span class="st">&quot;GDP per capita&quot;</span>, </span>
<span id="cb23-19"><a href="#cb23-19" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;I(GDP^2)&quot;</span>        <span class="ot">=</span> <span class="st">&quot;GDP per capita (polynomial)&quot;</span>,</span>
<span id="cb23-20"><a href="#cb23-20" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP_Growth&quot;</span>      <span class="ot">=</span> <span class="st">&quot;GDP per capita (Growth)&quot;</span>,</span>
<span id="cb23-21"><a href="#cb23-21" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Population)&quot;</span> <span class="ot">=</span> <span class="st">&quot;Population (logged)&quot;</span>, </span>
<span id="cb23-22"><a href="#cb23-22" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Density)&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Population Density (logged)&quot;</span>, </span>
<span id="cb23-23"><a href="#cb23-23" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Urban&quot;</span>           <span class="ot">=</span> <span class="st">&quot;Urban Ratio&quot;</span>),</span>
<span id="cb23-24"><a href="#cb23-24" aria-hidden="true" tabindex="-1"></a>             <span class="at">fmt =</span> <span class="fu">fmt_statistic</span>(<span class="st">&quot;aic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;bic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;rmse&quot;</span> <span class="ot">=</span> <span class="dv">3</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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        <thead>
        
              <tr>
                <th scope="col"> </th>
                <th scope="col">Ban</th>
                <th scope="col">Fee</th>
                <th scope="col">Ban or Fee</th>
              </tr>
        </thead>
        
        <tbody>
                <tr>
                  <td>Ban / Fee / Ban or Fee     </td>
                  <td>2.673 (0.573)*** </td>
                  <td>1.807 (0.529)*** </td>
                  <td>1.325 (0.442)**  </td>
                </tr>
                <tr>
                  <td>Export (Netweight)         </td>
                  <td>-0.013 (0.040)   </td>
                  <td>-0.022 (0.041)   </td>
                  <td>-0.027 (0.042)   </td>
                </tr>
                <tr>
                  <td>Region                     </td>
                  <td>-1.524 (1.660)   </td>
                  <td>1.766 (1.632)    </td>
                  <td>1.143 (1.487)    </td>
                </tr>
                <tr>
                  <td>Fishery                    </td>
                  <td>1.184 (1.761)    </td>
                  <td>1.157 (1.823)    </td>
                  <td>1.153 (1.856)    </td>
                </tr>
                <tr>
                  <td>Chemical                   </td>
                  <td>0.005 (0.019)    </td>
                  <td>-0.001 (0.020)   </td>
                  <td>0.003 (0.021)    </td>
                </tr>
                <tr>
                  <td>Liberal Democracy Index    </td>
                  <td>-0.586 (0.913)   </td>
                  <td>-0.988 (0.944)   </td>
                  <td>-1.133 (0.978)   </td>
                </tr>
                <tr>
                  <td>CO2 emissions per GDP      </td>
                  <td>-7.891 (1.462)***</td>
                  <td>-8.142 (1.532)***</td>
                  <td>-8.620 (1.572)***</td>
                </tr>
                <tr>
                  <td>MEAs                       </td>
                  <td>0.006 (0.006)    </td>
                  <td>0.002 (0.006)    </td>
                  <td>0.004 (0.006)    </td>
                </tr>
                <tr>
                  <td>GDP per capita             </td>
                  <td>-0.010 (0.248)   </td>
                  <td>-0.071 (0.263)   </td>
                  <td>-0.059 (0.270)   </td>
                </tr>
                <tr>
                  <td>GDP per capita (polynomial)</td>
                  <td>0.001 (0.024)    </td>
                  <td>0.008 (0.026)    </td>
                  <td>0.007 (0.026)    </td>
                </tr>
                <tr>
                  <td>GDP per capita (Growth)    </td>
                  <td>0.026 (0.020)    </td>
                  <td>0.025 (0.021)    </td>
                  <td>0.026 (0.022)    </td>
                </tr>
                <tr>
                  <td>Population (logged)        </td>
                  <td>3.163 (7.363)    </td>
                  <td>3.170 (8.455)    </td>
                  <td>3.744 (8.631)    </td>
                </tr>
                <tr>
                  <td>Population Density (logged)</td>
                  <td>-3.452 (7.354)   </td>
                  <td>-3.255 (8.464)   </td>
                  <td>-4.139 (8.645)   </td>
                </tr>
                <tr>
                  <td>Urban Ratio                </td>
                  <td>0.311 (0.033)*** </td>
                  <td>0.307 (0.034)*** </td>
                  <td>0.319 (0.035)*** </td>
                </tr>
                <tr>
                  <td>Num.Obs.                   </td>
                  <td>1565             </td>
                  <td>1507             </td>
                  <td>1455             </td>
                </tr>
                <tr>
                  <td>R2                         </td>
                  <td>0.084            </td>
                  <td>0.081            </td>
                  <td>0.081            </td>
                </tr>
                <tr>
                  <td>R2 Adj.                    </td>
                  <td>-0.009           </td>
                  <td>-0.017           </td>
                  <td>-0.019           </td>
                </tr>
                <tr>
                  <td>AIC                        </td>
                  <td>6823.319         </td>
                  <td>6623.040         </td>
                  <td>6446.109         </td>
                </tr>
                <tr>
                  <td>BIC                        </td>
                  <td>6903.654         </td>
                  <td>6702.808         </td>
                  <td>6525.351         </td>
                </tr>
                <tr>
                  <td>RMSE                       </td>
                  <td>2.120            </td>
                  <td>2.157            </td>
                  <td>2.194            </td>
                </tr>
        </tbody>
      </table>
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<!-- hack to avoid NA insertion in last line -->
</div>
</div>
<p><strong>Outcome: Import</strong></p>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb24"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a>ban_twfe3 <span class="ot">&lt;-</span> ban_df <span class="sc">|&gt;</span> </span>
<span id="cb24-2"><a href="#cb24-2" aria-hidden="true" tabindex="-1"></a>  <span class="fu">plm</span>(Net_Export <span class="sc">~</span> Ban <span class="sc">+</span> Net_Import <span class="sc">+</span></span>
<span id="cb24-3"><a href="#cb24-3" aria-hidden="true" tabindex="-1"></a>        Region_Ban <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb24-4"><a href="#cb24-4" aria-hidden="true" tabindex="-1"></a>        Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb24-5"><a href="#cb24-5" aria-hidden="true" tabindex="-1"></a>        GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb24-6"><a href="#cb24-6" aria-hidden="true" tabindex="-1"></a>      <span class="at">index =</span> <span class="fu">c</span>(<span class="st">&quot;Country&quot;</span>, <span class="st">&quot;Year&quot;</span>), <span class="at">model =</span> <span class="st">&quot;within&quot;</span>, <span class="at">effect =</span> <span class="st">&quot;twoways&quot;</span>,</span>
<span id="cb24-7"><a href="#cb24-7" aria-hidden="true" tabindex="-1"></a>      <span class="at">data =</span> _)</span>
<span id="cb24-8"><a href="#cb24-8" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb24-9"><a href="#cb24-9" aria-hidden="true" tabindex="-1"></a>fee_twfe3 <span class="ot">&lt;-</span> fee_df <span class="sc">|&gt;</span> </span>
<span id="cb24-10"><a href="#cb24-10" aria-hidden="true" tabindex="-1"></a>  <span class="fu">plm</span>(Net_Export <span class="sc">~</span> Fee <span class="sc">+</span> Net_Import <span class="sc">+</span></span>
<span id="cb24-11"><a href="#cb24-11" aria-hidden="true" tabindex="-1"></a>        Region_Fee <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb24-12"><a href="#cb24-12" aria-hidden="true" tabindex="-1"></a>        Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb24-13"><a href="#cb24-13" aria-hidden="true" tabindex="-1"></a>        GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb24-14"><a href="#cb24-14" aria-hidden="true" tabindex="-1"></a>      <span class="at">index =</span> <span class="fu">c</span>(<span class="st">&quot;Country&quot;</span>, <span class="st">&quot;Year&quot;</span>), <span class="at">model =</span> <span class="st">&quot;within&quot;</span>, <span class="at">effect =</span> <span class="st">&quot;twoways&quot;</span>,</span>
<span id="cb24-15"><a href="#cb24-15" aria-hidden="true" tabindex="-1"></a>      <span class="at">data =</span> _)</span>
<span id="cb24-16"><a href="#cb24-16" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb24-17"><a href="#cb24-17" aria-hidden="true" tabindex="-1"></a>bf_twfe3 <span class="ot">&lt;-</span> bf_df <span class="sc">|&gt;</span> </span>
<span id="cb24-18"><a href="#cb24-18" aria-hidden="true" tabindex="-1"></a>  <span class="fu">plm</span>(Net_Export <span class="sc">~</span> Ban_or_Fee <span class="sc">+</span> Net_Import <span class="sc">+</span></span>
<span id="cb24-19"><a href="#cb24-19" aria-hidden="true" tabindex="-1"></a>        Region_BF <span class="sc">+</span> Coastline <span class="sc">+</span> Fishery <span class="sc">+</span> EPI <span class="sc">+</span> Chemical <span class="sc">+</span> </span>
<span id="cb24-20"><a href="#cb24-20" aria-hidden="true" tabindex="-1"></a>        Liberal_Dem <span class="sc">+</span> CO2 <span class="sc">+</span> MEAs <span class="sc">+</span> GDP <span class="sc">+</span> <span class="fu">I</span>(GDP<span class="sc">^</span><span class="dv">2</span>) <span class="sc">+</span></span>
<span id="cb24-21"><a href="#cb24-21" aria-hidden="true" tabindex="-1"></a>        GDP_Growth <span class="sc">+</span> <span class="fu">log</span>(Population) <span class="sc">+</span> <span class="fu">log</span>(Density) <span class="sc">+</span> Urban, </span>
<span id="cb24-22"><a href="#cb24-22" aria-hidden="true" tabindex="-1"></a>      <span class="at">index =</span> <span class="fu">c</span>(<span class="st">&quot;Country&quot;</span>, <span class="st">&quot;Year&quot;</span>), <span class="at">model =</span> <span class="st">&quot;within&quot;</span>, <span class="at">effect =</span> <span class="st">&quot;twoways&quot;</span>,</span>
<span id="cb24-23"><a href="#cb24-23" aria-hidden="true" tabindex="-1"></a>      <span class="at">data =</span> _)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="cell" data-layout-align="center">
<div class="sourceCode cell-code" id="cb25"><pre class="sourceCode r code-with-copy"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a><span class="fu">modelsummary</span>(<span class="fu">list</span>(<span class="st">&quot;Ban&quot;</span>        <span class="ot">=</span> ban_twfe3,</span>
<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Fee&quot;</span>        <span class="ot">=</span> fee_twfe3,</span>
<span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a>                  <span class="st">&quot;Ban or Fee&quot;</span> <span class="ot">=</span> bf_twfe3),</span>
<span id="cb25-4"><a href="#cb25-4" aria-hidden="true" tabindex="-1"></a>             <span class="at">estimate =</span> <span class="st">&quot;{estimate} ({std.error}){stars}&quot;</span>,</span>
<span id="cb25-5"><a href="#cb25-5" aria-hidden="true" tabindex="-1"></a>             <span class="at">statistic =</span> <span class="cn">NULL</span>,</span>
<span id="cb25-6"><a href="#cb25-6" aria-hidden="true" tabindex="-1"></a>             <span class="at">coef_rename =</span> <span class="fu">c</span>(<span class="st">&quot;Ban&quot;</span> <span class="ot">=</span> <span class="st">&quot;Ban / Fee / Ban or Fee&quot;</span>,</span>
<span id="cb25-7"><a href="#cb25-7" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Fee&quot;</span> <span class="ot">=</span> <span class="st">&quot;Ban / Fee / Ban or Fee&quot;</span>,</span>
<span id="cb25-8"><a href="#cb25-8" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Ban_or_Fee&quot;</span> <span class="ot">=</span> <span class="st">&quot;Ban / Fee / Ban or Fee&quot;</span>,</span>
<span id="cb25-9"><a href="#cb25-9" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Net_Import&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Import (Netweight)&quot;</span>, </span>
<span id="cb25-10"><a href="#cb25-10" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Net_Export&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Export (Netweight)&quot;</span>,</span>
<span id="cb25-11"><a href="#cb25-11" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Ban&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb25-12"><a href="#cb25-12" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_Fee&quot;</span>      <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb25-13"><a href="#cb25-13" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Region_BF&quot;</span>       <span class="ot">=</span> <span class="st">&quot;Region&quot;</span>,</span>
<span id="cb25-14"><a href="#cb25-14" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Liberal_Dem&quot;</span>     <span class="ot">=</span> <span class="st">&quot;Liberal Democracy Index&quot;</span>, </span>
<span id="cb25-15"><a href="#cb25-15" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;CO2&quot;</span>             <span class="ot">=</span> <span class="st">&quot;CO2 emissions per GDP&quot;</span>, </span>
<span id="cb25-16"><a href="#cb25-16" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;EPI&quot;</span>             <span class="ot">=</span> <span class="st">&quot;Environmental Performance Index&quot;</span>, </span>
<span id="cb25-17"><a href="#cb25-17" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Cum_MEA&quot;</span>         <span class="ot">=</span> <span class="st">&quot;MEAs&quot;</span>, </span>
<span id="cb25-18"><a href="#cb25-18" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP&quot;</span>             <span class="ot">=</span> <span class="st">&quot;GDP per capita&quot;</span>, </span>
<span id="cb25-19"><a href="#cb25-19" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;I(GDP^2)&quot;</span>        <span class="ot">=</span> <span class="st">&quot;GDP per capita (polynomial)&quot;</span>,</span>
<span id="cb25-20"><a href="#cb25-20" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;GDP_Growth&quot;</span>      <span class="ot">=</span> <span class="st">&quot;GDP per capita (Growth)&quot;</span>,</span>
<span id="cb25-21"><a href="#cb25-21" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Population)&quot;</span> <span class="ot">=</span> <span class="st">&quot;Population (logged)&quot;</span>, </span>
<span id="cb25-22"><a href="#cb25-22" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;log(Density)&quot;</span>    <span class="ot">=</span> <span class="st">&quot;Population Density (logged)&quot;</span>, </span>
<span id="cb25-23"><a href="#cb25-23" aria-hidden="true" tabindex="-1"></a>                             <span class="st">&quot;Urban&quot;</span>           <span class="ot">=</span> <span class="st">&quot;Urban Ratio&quot;</span>),</span>
<span id="cb25-24"><a href="#cb25-24" aria-hidden="true" tabindex="-1"></a>             <span class="at">fmt =</span> <span class="fu">fmt_statistic</span>(<span class="st">&quot;aic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;bic&quot;</span> <span class="ot">=</span> <span class="dv">3</span>, <span class="st">&quot;rmse&quot;</span> <span class="ot">=</span> <span class="dv">3</span>))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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        <thead>
        
              <tr>
                <th scope="col"> </th>
                <th scope="col">Ban</th>
                <th scope="col">Fee</th>
                <th scope="col">Ban or Fee</th>
              </tr>
        </thead>
        
        <tbody>
                <tr>
                  <td>Ban / Fee / Ban or Fee     </td>
                  <td>-0.155 (0.386)  </td>
                  <td>-0.224 (0.350)  </td>
                  <td>-0.109 (0.292)  </td>
                </tr>
                <tr>
                  <td>Import (Netweight)         </td>
                  <td>-0.006 (0.018)  </td>
                  <td>-0.010 (0.018)  </td>
                  <td>-0.011 (0.018)  </td>
                </tr>
                <tr>
                  <td>Region                     </td>
                  <td>1.170 (1.109)   </td>
                  <td>0.223 (1.076)   </td>
                  <td>0.532 (0.979)   </td>
                </tr>
                <tr>
                  <td>Fishery                    </td>
                  <td>1.626 (1.176)   </td>
                  <td>1.702 (1.200)   </td>
                  <td>1.731 (1.221)   </td>
                </tr>
                <tr>
                  <td>Chemical                   </td>
                  <td>0.021 (0.013)   </td>
                  <td>0.032 (0.013)*  </td>
                  <td>0.032 (0.014)*  </td>
                </tr>
                <tr>
                  <td>Liberal Democracy Index    </td>
                  <td>-0.217 (0.610)  </td>
                  <td>-0.132 (0.622)  </td>
                  <td>-0.254 (0.644)  </td>
                </tr>
                <tr>
                  <td>CO2 emissions per GDP      </td>
                  <td>0.334 (0.987)   </td>
                  <td>-0.145 (1.020)  </td>
                  <td>-0.208 (1.047)  </td>
                </tr>
                <tr>
                  <td>MEAs                       </td>
                  <td>0.017 (0.004)***</td>
                  <td>0.017 (0.004)***</td>
                  <td>0.018 (0.004)***</td>
                </tr>
                <tr>
                  <td>GDP per capita             </td>
                  <td>-0.123 (0.166)  </td>
                  <td>-0.151 (0.173)  </td>
                  <td>-0.155 (0.178)  </td>
                </tr>
                <tr>
                  <td>GDP per capita (polynomial)</td>
                  <td>0.019 (0.016)   </td>
                  <td>0.021 (0.017)   </td>
                  <td>0.021 (0.017)   </td>
                </tr>
                <tr>
                  <td>GDP per capita (Growth)    </td>
                  <td>-0.001 (0.014)  </td>
                  <td>0.000 (0.014)   </td>
                  <td>0.000 (0.014)   </td>
                </tr>
                <tr>
                  <td>Population (logged)        </td>
                  <td>2.704 (4.919)   </td>
                  <td>-1.461 (5.572)  </td>
                  <td>-1.257 (5.681)  </td>
                </tr>
                <tr>
                  <td>Population Density (logged)</td>
                  <td>-4.502 (4.912)  </td>
                  <td>-0.745 (5.578)  </td>
                  <td>-0.889 (5.690)  </td>
                </tr>
                <tr>
                  <td>Urban Ratio                </td>
                  <td>0.107 (0.022)***</td>
                  <td>0.111 (0.023)***</td>
                  <td>0.115 (0.023)***</td>
                </tr>
                <tr>
                  <td>Num.Obs.                   </td>
                  <td>1565            </td>
                  <td>1507            </td>
                  <td>1455            </td>
                </tr>
                <tr>
                  <td>R2                         </td>
                  <td>0.044           </td>
                  <td>0.049           </td>
                  <td>0.049           </td>
                </tr>
                <tr>
                  <td>R2 Adj.                    </td>
                  <td>-0.053          </td>
                  <td>-0.053          </td>
                  <td>-0.055          </td>
                </tr>
                <tr>
                  <td>AIC                        </td>
                  <td>5561.122        </td>
                  <td>5366.005        </td>
                  <td>5228.846        </td>
                </tr>
                <tr>
                  <td>BIC                        </td>
                  <td>5641.457        </td>
                  <td>5445.773        </td>
                  <td>5308.088        </td>
                </tr>
                <tr>
                  <td>RMSE                       </td>
                  <td>1.417           </td>
                  <td>1.421           </td>
                  <td>1.444           </td>
                </tr>
        </tbody>
      </table>
    </div>
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</div>
</div>
</section>
</section>

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